Marta Granero i Martí
#!pip install apafib --upgrade --user --quiet
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
import statsmodels.api as sm
from sklearn.model_selection import train_test_split, KFold, cross_val_score
from sklearn.linear_model import LinearRegression, Ridge, RidgeCV, Lasso, LassoCV
from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error
from sklearn.preprocessing import MinMaxScaler, StandardScaler
from sklearn.decomposition import PCA
from statsmodels.genmod.generalized_linear_model import GLM
from yellowbrick.regressor import AlphaSelection
from yellowbrick.target.feature_correlation import feature_correlation
from scipy import stats
from scipy.stats import normaltest
En este segundo problema de la lista lo que pretendemos es intentar analizar como influye el comportamiento de la sociedad en la ciudad de Barcelona para establecer y ver como este afecta al valor de la cotización del IBEX a partir de los datos agrupados por las variables que tenemos.
Antes de empezar a trabajar con el conjunto de datos, he decidido tratar un poco el nombre de las columnas del dataset, ya que estas contenian acentos varios, espacios, comas y algunos caracteres que no se pueden usar al trabajar con ciertas funciones de algunas librerías, como por ejemplo con el statsmodel de la librería GLM.
from apafib import load_BCN_IBEX
bcn_ibex_data = load_BCN_IBEX()
bcn_ibex_data.head()
# quitamos espacios y símbolos para evitar problemas con el statsmodel GLM
bcn_ibex_data.columns = [c.lower().strip().replace(' ','_').replace('/','_').replace('-','_').replace("'",'_').replace(':','_').replace('(','_').replace(')','_').replace('__','_')
for c in bcn_ibex_data.columns]
# quitamos acentos también para evitar problemas con el statsmodel GLM
bcn_ibex_data.columns = [c.replace('ó','o').replace('ò','o').replace('à','a').replace('í','i').replace('è','e')
for c in bcn_ibex_data.columns]
bcn_ibex_data['estat_del_transit_segons_trams_horaris__nit_0_5_']
0 1.1320
1 1.3092
2 1.1893
3 1.2005
4 1.2213
...
360 1.2031
361 1.1709
362 1.1683
363 1.1497
364 1.1700
Name: estat_del_transit_segons_trams_horaris__nit_0_5_, Length: 365, dtype: float64
bcn_ibex_data.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 365 entries, 0 to 364 Data columns (total 15 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges 365 non-null float64 1 dades_meteorologiques_precipitacio__barcelona__zona_universitaria 365 non-null float64 2 dades_meteorologiques_temperatura__barcelona__zona_universitaria 365 non-null float64 3 dades_meteorologiques_vent__barcelona__zona_universitaria 365 non-null float64 4 estat_del_transit_segons_trams_horaris__mati_6_13_ 365 non-null float64 5 estat_del_transit_segons_trams_horaris__nit_0_5_ 365 non-null float64 6 estat_del_transit_segons_trams_horaris__tarda_14_19_ 365 non-null float64 7 estat_del_transit_segons_trams_horaris__vespre_20_24_ 365 non-null float64 8 ipc_interanual__barcelona 365 non-null float64 9 operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america 365 non-null float64 10 operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya 365 non-null float64 11 operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa 365 non-null float64 12 preu_electricitat_majorista__ 365 non-null float64 13 matriculacions_de_vehicles_a_barcelona__turismes 365 non-null float64 14 mercat_bursatil_ibex_35_ 365 non-null float64 dtypes: float64(15) memory usage: 42.9 KB
Como tratamos con un dataset que no tiene una extensión muy grande, podemos intentar ver la estadístca descriptiva de todas las variables
bcn_ibex_data.describe().T
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges | 365.0 | 258.920548 | 99.042957 | 27.000000 | 210.000000 | 266.000000 | 310.000000 | 491.0000 |
| dades_meteorologiques_precipitacio__barcelona__zona_universitaria | 365.0 | 0.928493 | 4.056891 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 50.8000 |
| dades_meteorologiques_temperatura__barcelona__zona_universitaria | 365.0 | 17.186411 | 6.033962 | 4.640000 | 12.360000 | 16.360000 | 23.460000 | 28.6600 |
| dades_meteorologiques_vent__barcelona__zona_universitaria | 365.0 | 4.623973 | 1.754966 | 1.630000 | 3.450000 | 4.330000 | 5.390000 | 12.7300 |
| estat_del_transit_segons_trams_horaris__mati_6_13_ | 365.0 | 1.864942 | 0.225878 | 1.317400 | 1.656700 | 1.955500 | 2.036100 | 2.2897 |
| estat_del_transit_segons_trams_horaris__nit_0_5_ | 365.0 | 1.230517 | 0.061187 | 1.132000 | 1.190900 | 1.218100 | 1.251100 | 1.4916 |
| estat_del_transit_segons_trams_horaris__tarda_14_19_ | 365.0 | 1.943377 | 0.252567 | 1.272600 | 1.736100 | 1.999600 | 2.152100 | 2.3709 |
| estat_del_transit_segons_trams_horaris__vespre_20_24_ | 365.0 | 1.557425 | 0.160126 | 1.230400 | 1.475400 | 1.536000 | 1.612300 | 2.2380 |
| ipc_interanual__barcelona | 365.0 | 2.735068 | 1.739372 | -0.100000 | 1.800000 | 2.500000 | 4.900000 | 5.8000 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america | 365.0 | 6.276712 | 4.245570 | 1.000000 | 2.000000 | 6.000000 | 10.000000 | 17.0000 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya | 365.0 | 172.273973 | 75.919575 | 31.000000 | 94.000000 | 192.000000 | 243.000000 | 284.0000 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa | 365.0 | 223.775342 | 135.201920 | 28.000000 | 78.000000 | 243.000000 | 350.000000 | 445.0000 |
| preu_electricitat_majorista__ | 365.0 | 111.925550 | 72.460326 | 1.419583 | 61.391667 | 88.952083 | 159.368333 | 383.6725 |
| matriculacions_de_vehicles_a_barcelona__turismes | 365.0 | 59.202740 | 38.920707 | 0.000000 | 35.000000 | 51.000000 | 73.000000 | 236.0000 |
| mercat_bursatil_ibex_35_ | 365.0 | 8679.076438 | 347.512527 | 7750.200000 | 8397.700000 | 8753.300000 | 8957.200000 | 9289.9000 |
Podemos hacer una breve exploración de los datos y nos podemos fijar que tenemos 14 variables predictivas y 365 muestras.
Además nuestra variable objetivo es mercat_bursatil_ibex_35_
A continuación visualizaremos este conjunto de datos, todos numéricos usando histogramas para mostrar la distribución de estas variables numéricas. Esta visualización nos va a permitir extraer información sobre la possible gaussianidad de ciertas variables, sobre el desbalance de ciertas clases y sobre la correcta codificación de estas. Hacer una visualización de los datos es esencial, pues nos dará una visión preliminar de las características de las que disponen nuestros datos. Lo vemos a continuación:
bcn_ibex_data.hist(figsize=(40,30));
Como podemos observar con los histogramas anteriores es que tenemos una variable predictiva, dades_meteorologiques_precipitacio__barcelona__zona_universitaria que parece estar ciertamente desbalanceada. Plotearemos más tarde su boxplot para saber que le ocurre en concreto.
Podemos ver el valor del estadístico y del p-valor para las distintas variables y como vemos, estas no siguen una distribuación normal.
bcn_ibex_data.columns
print(normaltest(bcn_ibex_data['ipc_interanual__barcelona'], nan_policy='omit'))
print(normaltest(bcn_ibex_data['dades_meteorologiques_vent__barcelona__zona_universitaria'], nan_policy='omit'))
print(normaltest(bcn_ibex_data['dades_meteorologiques_precipitacio__barcelona__zona_universitaria'], nan_policy='omit'))
print(normaltest(bcn_ibex_data['estat_del_transit_segons_trams_horaris__nit_0_5_'], nan_policy='omit'))
print(normaltest(bcn_ibex_data['estat_del_transit_segons_trams_horaris__mati_6_13_'], nan_policy='omit'))
print(normaltest(bcn_ibex_data['matriculacions_de_vehicles_a_barcelona__turismes'], nan_policy='omit'))
NormaltestResult(statistic=45.7137920277478, pvalue=1.1840667553338163e-10) NormaltestResult(statistic=117.98708247776773, pvalue=2.395689734994954e-26) NormaltestResult(statistic=526.8590852419866, pvalue=3.9264789127459224e-115) NormaltestResult(statistic=99.24043199550214, pvalue=2.8197720493470506e-22) NormaltestResult(statistic=75.92676357713295, pvalue=3.2562127676406775e-17) NormaltestResult(statistic=114.59633577407266, pvalue=1.305334641036055e-25)
Asimismo podemos ver la posible normalidad de las variables usando los boxplots.
#Obtenemos los boxplots para las variables predictivas
bcn_ibex_data.loc[:,['dades_meteorologiques_precipitacio__barcelona__zona_universitaria', 'dades_meteorologiques_temperatura__barcelona__zona_universitaria',
'dades_meteorologiques_vent__barcelona__zona_universitaria']].plot.box(figsize=(20,10));
#Obtenemos los boxplots para las variables predictivas
bcn_ibex_data.loc[:,['estat_del_transit_segons_trams_horaris__mati_6_13_', 'estat_del_transit_segons_trams_horaris__tarda_14_19_',
'estat_del_transit_segons_trams_horaris__vespre_20_24_','estat_del_transit_segons_trams_horaris__nit_0_5_']].plot.box(figsize=(20,10));
#Obtenemos los boxplots para las variables predictivas
bcn_ibex_data.loc[:,['operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america', 'operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya',
'operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa']].plot.box(figsize=(30,10));
#Obtenemos los boxplots para las variables predictivas
bcn_ibex_data.loc[:,['preu_electricitat_majorista__', 'matriculacions_de_vehicles_a_barcelona__turismes',
'ipc_interanual__barcelona','compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges']].plot.box(figsize=(30,10));
Cabe destacar que contamos con variables que estan compuestas por un número grande outliers, como se puede apreciar en las variables:
Ante un número tan grande de outliers en la primera variable mencionada, deberemos tener en mente que alomejor hará falta tomar ciertas medidas para que estos no afecten a nuestro análisis estadístico de los datos. Ya sea considerando eliminar la variable en cuestión o bien si solo son fruto de una variación natural de los datos, que no tiene porqué ser necesariamente un problema.
Q1 = bcn_ibex_data['estat_del_transit_segons_trams_horaris__nit_0_5_'].quantile(0.25)
Q3 = bcn_ibex_data['estat_del_transit_segons_trams_horaris__nit_0_5_'].quantile(0.75)
IQR = Q3 - Q1
big_outliers = bcn_ibex_data['estat_del_transit_segons_trams_horaris__nit_0_5_'] > (Q3 + 1.5 * IQR)
sum(big_outliers) #25
Q1 = bcn_ibex_data['dades_meteorologiques_precipitacio__barcelona__zona_universitaria'].quantile(0.25)
Q3 = bcn_ibex_data['dades_meteorologiques_precipitacio__barcelona__zona_universitaria'].quantile(0.75)
big_outliers = bcn_ibex_data['dades_meteorologiques_precipitacio__barcelona__zona_universitaria'] > (Q3 + 1.5 * IQR)
sum(big_outliers) #83 de 365
83
Anteriormente usando el método .info() ya podíamos ver si teníamos valores perdidos en nuestro data, pero podemos usar también: .isna().sum()
bcn_ibex_data.isna().sum()
compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges 0 dades_meteorologiques_precipitacio__barcelona__zona_universitaria 0 dades_meteorologiques_temperatura__barcelona__zona_universitaria 0 dades_meteorologiques_vent__barcelona__zona_universitaria 0 estat_del_transit_segons_trams_horaris__mati_6_13_ 0 estat_del_transit_segons_trams_horaris__nit_0_5_ 0 estat_del_transit_segons_trams_horaris__tarda_14_19_ 0 estat_del_transit_segons_trams_horaris__vespre_20_24_ 0 ipc_interanual__barcelona 0 operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america 0 operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya 0 operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa 0 preu_electricitat_majorista__ 0 matriculacions_de_vehicles_a_barcelona__turismes 0 mercat_bursatil_ibex_35_ 0 dtype: int64
Al parecer no nos falta ningún valor para cada una de las variables de nuestro dataset.
A continuación, podemos visualizar la relación que hay entre las diferentes variables predictivas de nuestro dataset calculando la correlación que existe entre estas.
corr = bcn_ibex_data.corr()
mask = np.triu(np.ones_like(corr, dtype=bool))
plt.subplots(figsize=(20, 20))
sns.heatmap(corr, mask=mask, cmap='jet', center=0, square=True, linewidths=.8, cbar_kws={"shrink": .5});
Como podemos apreciar, existen múltiples relaciones entre las distintas variables predictoras. Cabe destacar que algunas de estas correlaciones pues, son de esperar, como puede ser la relación entre que hay entre variables como son el ipc_interanual__barcelona y preu_electricitat_majorista__ ya que el precio mayorista de la luz afecta directamente sobre el IPC.
También de forma normal, hay relación de ciertas variables como: operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa y operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya
Asimismo hay una relación directa entre el estado del tránsito entre las 6 y las 13h que afecta a como estará el tránsito en el tramo del mediodia-tarde entre las 14-19h.
Una vez hechos estos breves comentarios, procedamos con la resolución de los disintos apartados:
X = bcn_ibex_data.loc[:,bcn_ibex_data.columns != 'mercat_bursatil_ibex_35_']
y = bcn_ibex_data['mercat_bursatil_ibex_35_']
bcn_ibex_data.columns
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
Antes de hacer una exploración mínima del conjunto de datos de entrenamineto, he considerado antes que nada preprocesar estos datos(y los del conjunto de test) para que ya tengamos las features numéricas bien ajustadas para poder hacer posteriormente el model de regresión.
#escalamos para que todas las variables tengan el mismo rango para que aprovechemos mejor nuestros modelos
def scaling_preprocessing(X, y, scaler=None):
numerical_columns = [c for c in X.columns]
if scaler is None:
# datos de entrenamiento
scaler = MinMaxScaler()
X[numerical_columns] = scaler.fit_transform(X[numerical_columns])
else:
# datos de test
X[numerical_columns] = scaler.transform(X[numerical_columns])
return X, y, scaler
X_train, y_train, scaler = scaling_preprocessing(X_train,y_train)
X_test, y_test, _ = scaling_preprocessing(X_test,y_test,scaler)
X_train.hist(figsize=(40,30));
Antes de la realización del primer apartado hemos realizado una mini exploración de los datos, ahora podemos realizar la explooración que sigue comparando cada variable predictora con la variable objetivo para ver la relación de ambas. Como se puede ver, para cada par, variable objetivo-variable predictora hemos generado un regplot mediante la librería de seaborn. Este método se utiliza para plotear los datos y ajustar un modelo de regresión lineal.
Como podemos ver cada plot nos muestra dos valores, (r y p), los cuáles son la correlación de ambas varibles mediante el coeficiente de Pearson y el p-valor de este.
Debajo de estos, podemos ver lo mismo usando el método feature_correlation
nr_rows = 5
nr_cols = 3
fig, axs = plt.subplots(nr_rows, nr_cols, figsize=(nr_cols*6,nr_rows*4))
li_num_feats = list(X_train.columns)
li_plot_num_feats = [c for c in list(X_train.columns)]
for r in range(0,nr_rows):
for c in range(0,nr_cols):
i = r*nr_cols+c
if i < len(li_plot_num_feats):
sns.regplot(x=X_train[li_plot_num_feats[i]], y=y_train, ax = axs[r][c])
#primer atributo(r) és la correlación, segundo atributo(p) és p-value
stp = stats.pearsonr(X_train[li_plot_num_feats[i]], y_train)
str_title = "r = " + "{0:.2f}".format(stp[0]) + " " "p = " + "{0:.2f}".format(stp[1])
axs[r][c].set_title(str_title,fontsize=12)
plt.tight_layout()
plt.show()
plt.figure(figsize=(10,8))
visualizer = feature_correlation(X_train, y_train, labels=list(X_train.columns),method='pearson');
Anteriormente ya hemos visto algunos de los detalles y ya hemos comentado un poco las features y su relación. Ahora pero, comparando cada feature con la variable objetivo, podemos notar muchas más cosas.
Así pues compararemos y comentaremos un poco la dependencia lineal entre la característica objetivo contra las demás características.
Como bien sabemos, el coeficiente de correlación de Pearson puede abarcar un rango de -1 a 1. Y dos características tienen una correlación positiva perfecta si r = 1, ninguna correlación si r = 0 y una correlación negativa perfecta si r = -1. Como podemos ver en la lista anterior, o en los gráficos anteriores, podemos notar, lo siguente, por orden de correlación:
CORRELACIÓN POSITIVA
CORRELACIÓN NEGATIVA
CORRELACIÓN PRÓXIMA A 0
Observamos que no existe casi corerlación entre la variables que siguien y la variable objetivo:
matriculacions_de_vehicles_a_barcelona__turismes, si no me equivoco creo que ninguna empresa española de coches forma cotiza en el ibex 35, ya que la firma Seat no está en el ibex 35 y otras como Renault, PSA Peugeot, Citroën o Volkswagen cotizan en sus respectivos países. Y solo algunas que fabrican componentes estan en el ibex así que puedo más o menos entender esta correlación.
dades_meteorologiques_precipitaciobarcelonazona_universitaria, aquí creo que podríamos abrir un debate, puesto que el hecho de que llueva más o menos en barcelona, depende de la época del año, por ejemplo, cuándo más en otoño. En otoño del pasado año creo que hubo un repunte de la inflación que se debió principalmente al aumento de los precios de la energía que guarda cierta relación con toda la serie de ajustes económicos posteriores a la pandemia. Así que el hecho que no afectase demasiado a la cotización del ibex puede tener más o menos sentido si realmente los cambios y precios no supusieron un gran cambio y fueses simplemente transitorios o bien, el hecho de que llueva en barcelona apenas influye en el mercado.
lr = LinearRegression();
lr.fit(X_train,y_train);
y_pred = lr.predict(X_train);
weights = lr.coef_
intercept = lr.intercept_
print('Pesos: \n', weights[:])
print('Interceptor: \n', intercept)
Pesos: [ 58.31434209 209.05402523 609.23592311 -178.68785895 -692.97827523 -184.79906129 755.71300833 -477.94449897 1469.78149657 -68.6249372 865.15651294 -1152.75434966 -987.04360981 -237.67109317] Interceptor: 8225.473501660545
import statsmodels.api
model = sm.OLS(y_train, sm.add_constant(X_train))
result = model.fit()
result.summary()
| Dep. Variable: | mercat_bursatil_ibex_35_ | R-squared: | 0.709 |
|---|---|---|---|
| Model: | OLS | Adj. R-squared: | 0.694 |
| Method: | Least Squares | F-statistic: | 48.15 |
| Date: | Sun, 30 Oct 2022 | Prob (F-statistic): | 9.26e-66 |
| Time: | 13:03:48 | Log-Likelihood: | -1938.5 |
| No. Observations: | 292 | AIC: | 3907. |
| Df Residuals: | 277 | BIC: | 3962. |
| Df Model: | 14 | ||
| Covariance Type: | nonrobust |
| coef | std err | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| const | 8225.4735 | 67.554 | 121.761 | 0.000 | 8092.489 | 8358.458 |
| compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges | 58.3143 | 68.826 | 0.847 | 0.398 | -77.175 | 193.803 |
| dades_meteorologiques_precipitacio__barcelona__zona_universitaria | 209.0540 | 134.025 | 1.560 | 0.120 | -54.782 | 472.890 |
| dades_meteorologiques_temperatura__barcelona__zona_universitaria | 609.2359 | 86.953 | 7.007 | 0.000 | 438.064 | 780.408 |
| dades_meteorologiques_vent__barcelona__zona_universitaria | -178.6879 | 79.831 | -2.238 | 0.026 | -335.841 | -21.535 |
| estat_del_transit_segons_trams_horaris__mati_6_13_ | -692.9783 | 199.948 | -3.466 | 0.001 | -1086.589 | -299.367 |
| estat_del_transit_segons_trams_horaris__nit_0_5_ | -184.7991 | 83.592 | -2.211 | 0.028 | -349.355 | -20.244 |
| estat_del_transit_segons_trams_horaris__tarda_14_19_ | 755.7130 | 223.817 | 3.376 | 0.001 | 315.114 | 1196.312 |
| estat_del_transit_segons_trams_horaris__vespre_20_24_ | -477.9445 | 115.208 | -4.149 | 0.000 | -704.739 | -251.150 |
| ipc_interanual__barcelona | 1469.7815 | 108.641 | 13.529 | 0.000 | 1255.915 | 1683.648 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america | -68.6249 | 116.684 | -0.588 | 0.557 | -298.325 | 161.075 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya | 865.1565 | 153.017 | 5.654 | 0.000 | 563.933 | 1166.380 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa | -1152.7543 | 166.348 | -6.930 | 0.000 | -1480.220 | -825.288 |
| preu_electricitat_majorista__ | -987.0436 | 151.708 | -6.506 | 0.000 | -1285.690 | -688.397 |
| matriculacions_de_vehicles_a_barcelona__turismes | -237.6711 | 74.369 | -3.196 | 0.002 | -384.071 | -91.272 |
| Omnibus: | 6.142 | Durbin-Watson: | 1.877 |
|---|---|---|---|
| Prob(Omnibus): | 0.046 | Jarque-Bera (JB): | 5.980 |
| Skew: | -0.346 | Prob(JB): | 0.0503 |
| Kurtosis: | 3.109 | Cond. No. | 51.7 |
Ante la salida y esta obtención de datos estadísticos, podemos ver qué variables son relevantes para predecir la variable objetivo.
En este caso tenemos que con un intervalo de confianza del 95([0,025 0,975]) y con un p menor (0.05), podemos decir qué variables son relevante para predecir el valor de la cotización del ibex 35. Vemos que la mayoria nos pueden servir
Un ejemplo de estas son:
fig, ax = plt.subplots(figsize=(10,10))
ax.set_xlim([-900,900])
sns.distplot(result.resid,bins=20);
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/seaborn/distributions.py:2619: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms). warnings.warn(msg, FutureWarning)
fig, ax = plt.subplots(figsize=(10,10))
stats.probplot(result.resid, plot=plt);
También podemos visualizar los resulatdos aneriores y ver el gráfico de los residuos del conjunto de entrenamiento y test con el qqplot con la librería yellowbrick
from yellowbrick.regressor import residuals_plot
plt.figure(figsize=(15,10));
viz = residuals_plot(lr, X_train, y_train, X_test, y_test, is_fitted=True, qqplot=True, hist=False);
from yellowbrick.regressor import prediction_error
plt.figure(figsize=(15,10))
visualizer = prediction_error(lr, X_test, y_test, is_fitted=True)
N = X_train.shape[0]
prediction = result.predict(sm.add_constant(X_train))
mean_square_error = np.sum((y_train - prediction)**2)/N
mean_square_error
34179.20633092831
norm_mse_sk = 1-r2_score(y_train,prediction)
norm_mse_sk
0.2912433980242074
R_squared_sk = r2_score(y_train,prediction)
R_squared_sk
0.7087566019757926
mae_sk = mean_absolute_error(y_train,prediction)
mae_sk
145.81904310692846
Nuestro modelo nos puede llegar a convencer de que consigue muy buenos resultados con los datos de entrenamiento, pero no nos dice nada sobre su capacidad predictora con datos que aún no ha visto. Así que para saber qué tan bueno es nuestro modelo, usaremos la validación cruzada para calcular las métricas y comparar este modelo con futuros modelos para tomar decisiones sobre cuál es mejor y cuál nos ayuda a predecir mejor el valor de la cotización del ibex 35.
cross_val_metrics = pd.DataFrame(columns=['MSE', 'norm_MSE', 'R2'])
#considerar canviar la varible del kf per 5, val no és viable
kf = KFold(n_splits=10)
i=1
for train_index, test_index in kf.split(X_train):
print('Split {}: \n\tTest Folds: [{}] \n\tTrain Folds {}'.format(i, i, [j for j in range(1,11) if j != i]));
x_train_fold = X_train.values[train_index]
y_train_fold = y_train.values[train_index]
x_test_fold = X_train.values[test_index,:]
y_test_fold = y_train.values[test_index]
lr = LinearRegression().fit(x_train_fold,y_train_fold)
y_pred_fold = lr.predict(x_test_fold)
fold_mse =mean_squared_error(y_test_fold, y_pred_fold)
fold_nmse = 1-r2_score(y_test_fold, y_pred_fold)
fold_r2 = r2_score(y_test_fold, y_pred_fold)
print(f'\tMSE: {fold_mse:3.3f} NMSE: {fold_nmse:3.3f} R2: {fold_r2:3.3f}')
cross_val_metrics.loc[f'Fold {i}', :] = [fold_mse,fold_nmse, fold_r2]
i+=1
Split 1: Test Folds: [1] Train Folds [2, 3, 4, 5, 6, 7, 8, 9, 10] MSE: 40589.526 NMSE: 0.386 R2: 0.614 Split 2: Test Folds: [2] Train Folds [1, 3, 4, 5, 6, 7, 8, 9, 10] MSE: 35090.585 NMSE: 0.313 R2: 0.687 Split 3: Test Folds: [3] Train Folds [1, 2, 4, 5, 6, 7, 8, 9, 10] MSE: 39689.480 NMSE: 0.411 R2: 0.589 Split 4: Test Folds: [4] Train Folds [1, 2, 3, 5, 6, 7, 8, 9, 10] MSE: 36320.664 NMSE: 0.427 R2: 0.573 Split 5: Test Folds: [5] Train Folds [1, 2, 3, 4, 6, 7, 8, 9, 10] MSE: 29562.931 NMSE: 0.263 R2: 0.737 Split 6: Test Folds: [6] Train Folds [1, 2, 3, 4, 5, 7, 8, 9, 10] MSE: 51696.772 NMSE: 0.366 R2: 0.634 Split 7: Test Folds: [7] Train Folds [1, 2, 3, 4, 5, 6, 8, 9, 10] MSE: 49511.247 NMSE: 0.321 R2: 0.679 Split 8: Test Folds: [8] Train Folds [1, 2, 3, 4, 5, 6, 7, 9, 10] MSE: 30408.801 NMSE: 0.289 R2: 0.711 Split 9: Test Folds: [9] Train Folds [1, 2, 3, 4, 5, 6, 7, 8, 10] MSE: 34594.818 NMSE: 0.279 R2: 0.721 Split 10: Test Folds: [10] Train Folds [1, 2, 3, 4, 5, 6, 7, 8, 9] MSE: 33093.200 NMSE: 0.301 R2: 0.699
cross_val_metrics.loc['Mean',:] = cross_val_metrics.mean()
cross_val_metrics
| MSE | norm_MSE | R2 | |
|---|---|---|---|
| Fold 1 | 40589.526128 | 0.385878 | 0.614122 |
| Fold 2 | 35090.585262 | 0.313257 | 0.686743 |
| Fold 3 | 39689.479573 | 0.410623 | 0.589377 |
| Fold 4 | 36320.663873 | 0.427093 | 0.572907 |
| Fold 5 | 29562.931432 | 0.263145 | 0.736855 |
| Fold 6 | 51696.771758 | 0.365642 | 0.634358 |
| Fold 7 | 49511.247448 | 0.320954 | 0.679046 |
| Fold 8 | 30408.801138 | 0.288645 | 0.711355 |
| Fold 9 | 34594.818222 | 0.279094 | 0.720906 |
| Fold 10 | 33093.200448 | 0.300659 | 0.699341 |
| Mean | 38055.802528 | 0.335499 | 0.664501 |
lr = LinearRegression().fit(X_train,y_train);
folds_r2 = cross_val_score(lr, X_train,y_train, cv=10, scoring='r2')
lr_r2 = np.mean(folds_r2)
folds_r2, lr_r2
(array([0.61412193, 0.68674253, 0.58937706, 0.57290716, 0.73685544,
0.6343578 , 0.679046 , 0.71135464, 0.72090554, 0.69934143]),
0.6645009519710174)
r2_results = pd.DataFrame({'lr':lr_r2},index=['CV R2'])
valorLRr2 = lr_r2
r2_results.loc['Train R2', :] =[r2_score(y_train,lr.predict(X_train))]
r2_results.loc['lambda','lr']=0
r2_results
| lr | |
|---|---|
| CV R2 | 0.664501 |
| Train R2 | 0.708757 |
| lambda | 0.000000 |
Ahora vamos a usar PCA para hacer una mejor visualización de nuestros datos de entrenamiento.
Dado que tratamos de encontrar patrones entre los conjuntos de datos, queremos que los datos con los que tratemos se distribuyan en cada dimensión. Además, queremos que las dimensiones sean independientes. De modo que si los datos tienen una alta covarianza cuando se representan en n dimensiones, reemplazamos esas n dimensiones con una combinación lineal de esas, ya que si lo hacemos, nuestros datos solo dependerán de la combinación lineal de las n dimensiones que tienen una alta covarianza.
Entonces, lo que haremos será usar el PCA para encontrar un nuevo conjunto de dimensiones(o un conjunto de bases) de modo que todas las dimensiones sean ortogonales (y, por lo tanto, linealmente independientes) y se clasifiquen de acuerdo con la varianza de los datos a lo largo de ellas.
Así pues este análisis de Componentes Princiaples(PCA) se basa en la matriz de covarianza de las variables. Por esta razón, si queremos que funcione de la mejor manera, debemos estandarizar los datos. Esto cambiará los datos para que todas las variables tengan media 0 y desviación estándar 1.
Con esta nueva representación queremos encuentrar las dimensiones linealmente independientes que puedan representar sin pérdidas el conjunto de de datos. Estas dimensiones recién encontradas nos deberían permitir predecir/reconstruir las dimensiones originales. Así pues, si minimizamos el error de reconstrucción/proyección de los datos, nuestra varianza augmentará.
X_train_standarized = X_train.copy()
scaler = StandardScaler()
X_train_standarized[X_train.columns] = scaler.fit_transform(X_train[X_train.columns])
X_train_standarized.describe().T
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges | 292.0 | 3.524578e-16 | 1.001717 | -2.413277 | -0.517039 | 0.043677 | 0.726731 | 2.317125 |
| dades_meteorologiques_precipitacio__barcelona__zona_universitaria | 292.0 | -1.604500e-16 | 1.001717 | -0.233491 | -0.233491 | -0.233491 | -0.233491 | 11.269367 |
| dades_meteorologiques_temperatura__barcelona__zona_universitaria | 292.0 | -1.897265e-16 | 1.001717 | -2.172762 | -0.856225 | -0.093709 | 1.029046 | 1.865964 |
| dades_meteorologiques_vent__barcelona__zona_universitaria | 292.0 | 2.406751e-16 | 1.001717 | -1.793732 | -0.683356 | -0.155473 | 0.472527 | 4.674359 |
| estat_del_transit_segons_trams_horaris__mati_6_13_ | 292.0 | -6.330553e-17 | 1.001717 | -2.185952 | -0.924964 | 0.397354 | 0.794432 | 1.890186 |
| estat_del_transit_segons_trams_horaris__nit_0_5_ | 292.0 | 7.300097e-17 | 1.001717 | -1.570943 | -0.640363 | -0.207354 | 0.356011 | 4.289694 |
| estat_del_transit_segons_trams_horaris__tarda_14_19_ | 292.0 | 1.366867e-16 | 1.001717 | -2.458151 | -0.886622 | 0.208662 | 0.829507 | 1.695398 |
| estat_del_transit_segons_trams_horaris__vespre_20_24_ | 292.0 | -1.942890e-16 | 1.001717 | -2.194059 | -0.536525 | -0.113893 | 0.376901 | 4.522735 |
| ipc_interanual__barcelona | 292.0 | -2.608264e-16 | 1.001717 | -1.697385 | -0.567966 | -0.151865 | 0.442566 | 1.809756 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america | 292.0 | 5.246944e-17 | 1.001717 | -1.248511 | -1.007874 | -0.045325 | 0.917223 | 2.601682 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya | 292.0 | 3.726091e-17 | 1.001717 | -1.919265 | -1.035715 | 0.249450 | 0.918806 | 1.467679 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa | 292.0 | 1.452415e-16 | 1.001717 | -1.427856 | -1.066104 | 0.177417 | 0.910341 | 1.654570 |
| preu_electricitat_majorista__ | 292.0 | 3.726091e-17 | 1.001717 | -1.556001 | -0.681815 | -0.328257 | 0.746353 | 3.795622 |
| matriculacions_de_vehicles_a_barcelona__turismes | 292.0 | 3.098739e-16 | 1.001717 | -1.523113 | -0.630248 | -0.222081 | 0.262618 | 4.497350 |
X_test_standarized = X_test.copy()
X_test_standarized[X_test.columns] = scaler.transform(X_test[X_test.columns])
X_test_standarized.describe().T
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges | 73.0 | -0.244432 | 1.024871 | -2.413277 | -0.843273 | 0.002898 | 0.349522 | 2.062254 |
| dades_meteorologiques_precipitacio__barcelona__zona_universitaria | 73.0 | -0.116241 | 0.446843 | -0.233491 | -0.233491 | -0.233491 | -0.233491 | 2.800727 |
| dades_meteorologiques_temperatura__barcelona__zona_universitaria | 73.0 | -0.316034 | 1.033048 | -2.134090 | -1.041179 | -0.672952 | 0.578011 | 1.758354 |
| dades_meteorologiques_vent__barcelona__zona_universitaria | 73.0 | 0.114495 | 1.290856 | -1.720920 | -0.719762 | -0.137270 | 0.530169 | 4.941334 |
| estat_del_transit_segons_trams_horaris__mati_6_13_ | 73.0 | -0.091467 | 1.070006 | -2.478453 | -1.123334 | 0.387694 | 0.654135 | 1.493895 |
| estat_del_transit_segons_trams_horaris__nit_0_5_ | 73.0 | -0.023783 | 1.031954 | -1.625223 | -0.684363 | -0.225447 | 0.259787 | 3.222180 |
| estat_del_transit_segons_trams_horaris__tarda_14_19_ | 73.0 | -0.103117 | 1.063760 | -2.713032 | -0.820895 | 0.146046 | 0.703572 | 1.579799 |
| estat_del_transit_segons_trams_horaris__vespre_20_24_ | 73.0 | -0.070348 | 1.304089 | -2.087401 | -0.646183 | -0.204219 | 0.169751 | 4.522735 |
| ipc_interanual__barcelona | 73.0 | -0.060664 | 1.160159 | -1.697385 | -0.924625 | -0.270751 | 1.274769 | 1.809756 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america | 73.0 | 0.106309 | 1.100918 | -1.248511 | -0.767236 | -0.285962 | 0.917223 | 2.361045 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya | 73.0 | -0.140061 | 1.072710 | -1.852329 | -1.196360 | 0.021869 | 0.905419 | 1.400743 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa | 73.0 | -0.063441 | 1.090936 | -1.488148 | -1.194225 | -0.086360 | 1.036578 | 1.631961 |
| preu_electricitat_majorista__ | 73.0 | -0.082657 | 1.078255 | -1.566745 | -0.855532 | -0.370754 | 0.528520 | 2.897190 |
| matriculacions_de_vehicles_a_barcelona__turismes | 73.0 | -0.064126 | 0.961755 | -1.523113 | -0.655758 | -0.222081 | 0.364659 | 2.456515 |
sns.scatterplot(x=X_train_standarized.iloc[:,3], y=X_train_standarized.iloc[:,7], hue=y_train)
<AxesSubplot:xlabel='dades_meteorologiques_vent__barcelona__zona_universitaria', ylabel='estat_del_transit_segons_trams_horaris__vespre_20_24_'>
sns.scatterplot(x=X_train_standarized.iloc[:,3], y=X_train_standarized.iloc[:,1], hue=y_train)
<AxesSubplot:xlabel='dades_meteorologiques_vent__barcelona__zona_universitaria', ylabel='dades_meteorologiques_precipitacio__barcelona__zona_universitaria'>
myPCA = PCA().fit(X_train_standarized[X_train.columns]);
#PCA.explained_variance_ratio_ para comprender qué porcentaje de varianza explican los datos
print(myPCA.explained_variance_ratio_)
print(myPCA.explained_variance_ratio_.cumsum())
[0.38039813 0.16023858 0.11388127 0.08210167 0.08021444 0.05049677 0.04361016 0.03057515 0.0289902 0.01114009 0.00849532 0.00630022 0.00193896 0.00161904] [0.38039813 0.54063671 0.65451798 0.73661965 0.81683408 0.86733086 0.91094102 0.94151617 0.97050637 0.98164646 0.99014179 0.996442 0.99838096 1. ]
fig = plt.figure(figsize=(10,10));
plt.plot(range(1,len(myPCA.singular_values_ )+1),myPCA.singular_values_ ,alpha=0.8,marker='.');
#La nueva base son los vectores propios de la matriz de covarianza.
y_label = plt.ylabel('Vectores propios');
x_label = plt.xlabel('Componentes');
plt.title('Scree plot');
fig = plt.figure(figsize=(10,10));
plt.plot(range(1,len(myPCA.explained_variance_ratio_ )+1),myPCA.explained_variance_ratio_ ,alpha=0.8,marker='.',label="Variancia Explicada");
y_label = plt.ylabel('Variancia explicada');
x_label = plt.xlabel('Componentes');
plt.plot(range(1,len(myPCA.explained_variance_ratio_ )+1),
np.cumsum(myPCA.explained_variance_ratio_),
c='red',marker='.',
label="Variancia explicada acumulativa");
plt.legend();
plt.title('Porcentaje de variancia explicada por componente');
Vemos que necesitamos muchos componenentes para poder explicar bien la varianza de nuestros datos
#myPCA.components_ para ver los componentes PCA generados
df_std_pca = pd.DataFrame(myPCA.components_).loc[:,:]
df_std_pca
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.098473 | -0.033748 | -0.153044 | 0.092800 | -0.150965 | 0.287830 | -0.215986 | -0.287295 | -0.395967 | -0.372401 | -0.371910 | -0.385591 | -0.370751 | -0.048777 |
| 1 | -0.140070 | -0.078718 | 0.293189 | -0.037840 | -0.582131 | -0.020840 | -0.541717 | -0.280967 | 0.011129 | 0.201186 | 0.202868 | 0.252719 | -0.065823 | -0.158512 |
| 2 | -0.646846 | 0.068407 | -0.536934 | 0.208660 | -0.054257 | -0.041028 | -0.087272 | 0.017461 | 0.130571 | 0.082364 | -0.202111 | -0.053953 | 0.206103 | -0.349935 |
| 3 | 0.120303 | 0.768333 | -0.166801 | 0.194762 | -0.147171 | 0.093214 | -0.125493 | -0.150388 | 0.114915 | 0.088853 | -0.018293 | 0.027877 | 0.116538 | 0.474268 |
| 4 | -0.083624 | -0.248163 | -0.282531 | -0.721962 | -0.120405 | -0.019814 | -0.106636 | -0.126305 | 0.113056 | 0.005622 | -0.173406 | -0.092534 | 0.216402 | 0.435752 |
| 5 | 0.016567 | 0.537920 | 0.101056 | -0.545589 | 0.096227 | -0.271409 | 0.089944 | -0.172571 | -0.101345 | -0.110912 | 0.002196 | -0.058886 | -0.046480 | -0.503478 |
| 6 | 0.049664 | 0.062722 | -0.000416 | -0.207027 | 0.086331 | 0.886447 | 0.079083 | 0.010689 | 0.031276 | 0.235565 | 0.056117 | 0.119316 | 0.136010 | -0.242440 |
| 7 | -0.113053 | 0.182018 | 0.100069 | -0.173200 | -0.273102 | 0.076878 | -0.183181 | 0.848137 | 0.002906 | -0.131687 | -0.124203 | -0.049211 | -0.210476 | 0.034522 |
| 8 | 0.709511 | -0.095011 | -0.331371 | 0.060741 | -0.192860 | -0.132482 | -0.175489 | 0.132591 | 0.262023 | 0.119901 | -0.159119 | -0.068954 | 0.200437 | -0.343027 |
| 9 | 0.047459 | 0.005280 | -0.251708 | -0.078455 | 0.111809 | -0.131748 | 0.032984 | 0.047401 | -0.327925 | 0.702422 | -0.150350 | 0.164340 | -0.490732 | 0.060432 |
| 10 | -0.078306 | 0.018471 | 0.540234 | 0.062401 | 0.129001 | -0.025514 | -0.074717 | -0.053505 | 0.225902 | 0.355267 | -0.584621 | -0.362307 | 0.147424 | 0.003852 |
| 11 | -0.042264 | -0.010161 | -0.064471 | -0.045126 | 0.037731 | 0.070469 | 0.086165 | -0.148731 | 0.748504 | -0.095526 | 0.014532 | 0.014005 | -0.621274 | -0.014534 |
| 12 | 0.041342 | 0.002105 | 0.038048 | 0.001954 | 0.295348 | -0.006762 | -0.244925 | -0.020369 | 0.001574 | -0.277467 | -0.485288 | 0.731919 | 0.030784 | 0.002692 |
| 13 | 0.000212 | 0.011760 | -0.061857 | -0.030850 | 0.594090 | 0.004750 | -0.687298 | 0.072023 | 0.036200 | 0.029966 | 0.324458 | -0.236950 | -0.026584 | 0.014796 |
sns.heatmap(myPCA.components_, cmap='jet', xticklabels=list(X_train_standarized.columns[:]), vmin=-np.max(np.abs(myPCA.components_)), vmax=np.max(np.abs(myPCA.components_)),annot=True);
transformed_train = myPCA.transform(X_train_standarized[X_train.columns])
transformed_train
X_train_standarized[['PC1','PC2','PC3']] = transformed_train[:,:3]
fig = plt.figure(figsize=(8,8))
_ = sns.scatterplot(x='PC1', y='PC2', data=X_train_standarized, hue=y_train)
import plotly.express as px
fig = px.scatter_3d(X_train_standarized, x='PC1', y='PC2', z='PC3',color=y_train)
fig.show()
Sí, tanto en el gráfico 2D como en este gráfico 3D, podemos ver que hay una relación entre las variables predictoras y la variable objetivo. Podemos ver que para valores de cotización del ibex 35 bajos, con respecto a los máximos(en color amarillo), estos rodean a los valores más grandes de cotización quedando más alejados del origen de los ejes( agrupándose por valores de cotización parecidos) que los valores mayores que si que quedan más agrupados entorno al origen de coordenadas. Así pues en este gráfico PCA vemos los distintos grupos de datos en función del su similitud(valor de cotización del mercado del ibex 35).
Aún así también vemos valores outliers que no estan en el grupo que les tocaria o que se encuentran un poco alejados. Esto no es muy malo, y no significa que vayamos a hacer predicciones muy malas para estos casos debemos recordar pues que no estamos capturando toda la variación de las features está en las dos primeras CP.
loadings = myPCA.components_.T * np.sqrt(myPCA.explained_variance_ratio_)
fig = px.scatter(X_train_standarized, x='PC1', y='PC2', color=y_train)
for i, feature in enumerate(X_train.columns):
fig.add_shape(type='line',x0=0, y0=0,x1=loadings[i, 0],y1=loadings[i, 1])
fig.add_annotation(x=loadings[i, 0],y=loadings[i, 1],ax=0, ay=0,xanchor="center",yanchor="bottom",text=feature,)
fig.show()
Podemos ver que mediante los ángulos que forman unos vectores con los otros nos ayuda también a interpretar la correlación entre las variables predictoras. Por ejemplo entre las variables:
En el apartado a) aprovechando que hemos escalado los datos, hemos realizado el ajuste de la regresión lineal. Así que a continuación, ajustaré la regressión regularización usando Ridge y LASSO a nuestro conjunto de datos.
Aplicaremos esta regresión de Ridge, regularizada, para ver si nuestro modelo mejora al añadirle esta regularización mediante el mejor hiperparámetro $\lambda$.
Hemos dicho en la sección anterior que podemos usar métricas de validación cruzada para comparar el rendimiento predictivo de diferentes modelos. Podemos hacer lo mismo para comparar el mismo modelo con diferentes hiperparámetros.
ridge_cross_val_metrics = pd.DataFrame(columns=['mean MSE', 'mean norm_MSE', 'mean R2'])
lambdas = [1e-4,1e-3,1e-2,0.04,0.05,0.06,0.065,0.066,0.067,0.068,0.07,0.08,0.09,0.1,0.15,0.2,0.3,0.5,1,5,10,50,100]
# Calculamos las metricas de validación cruzada para cada lambda
for lambda_val in lambdas:
kf = KFold(n_splits=10) #mejor resultado con 5 que para 10 de 0.665 a 0.0669
i=1
cv_mse = []
cv_nmse = []
cv_r2 = []
for train_index, test_index in kf.split(X_train):
x_train_fold = X_train.values[train_index]
y_train_fold = y_train.values[train_index]
x_test_fold = X_train.values[test_index,:]
y_test_fold = y_train.values[test_index]
lr = Ridge(alpha=lambda_val).fit(x_train_fold,y_train_fold)
y_pred_fold = lr.predict(x_test_fold)
fold_mse =mean_squared_error(y_test_fold, y_pred_fold)
fold_nmse = 1-r2_score(y_test_fold, y_pred_fold)
fold_r2 = r2_score(y_test_fold, y_pred_fold)
cv_mse.append(fold_mse)
cv_nmse.append(fold_nmse)
cv_r2.append(fold_r2)
ridge_cross_val_metrics.loc[f'Lambda={lambda_val}',:] = [np.mean(cv_mse),np.mean(cv_nmse),np.mean(cv_r2)]
ridge_cross_val_metrics.sort_values(by='mean R2',ascending=False)
| mean MSE | mean norm_MSE | mean R2 | |
|---|---|---|---|
| Lambda=0.067 | 37946.983818 | 0.334387 | 0.665613 |
| Lambda=0.066 | 37946.788873 | 0.334387 | 0.665613 |
| Lambda=0.068 | 37947.224214 | 0.334387 | 0.665613 |
| Lambda=0.065 | 37946.63974 | 0.334388 | 0.665612 |
| Lambda=0.07 | 37947.839938 | 0.334389 | 0.665611 |
| Lambda=0.06 | 37946.594102 | 0.334397 | 0.665603 |
| Lambda=0.08 | 37953.527627 | 0.334422 | 0.665578 |
| Lambda=0.05 | 37950.156009 | 0.334448 | 0.665552 |
| Lambda=0.09 | 37963.324273 | 0.334491 | 0.665509 |
| Lambda=0.04 | 37958.928817 | 0.334546 | 0.665454 |
| Lambda=0.1 | 37976.926276 | 0.334595 | 0.665405 |
| Lambda=0.01 | 38021.214577 | 0.335167 | 0.664833 |
| Lambda=0.001 | 38051.995869 | 0.335463 | 0.664537 |
| Lambda=0.0001 | 38055.41828 | 0.335495 | 0.664505 |
| Lambda=0.15 | 38093.072874 | 0.33555 | 0.66445 |
| Lambda=0.2 | 38271.081856 | 0.337064 | 0.662936 |
| Lambda=0.3 | 38744.697796 | 0.341153 | 0.658847 |
| Lambda=0.5 | 39912.187669 | 0.35133 | 0.64867 |
| Lambda=1 | 42962.048166 | 0.378075 | 0.621925 |
| Lambda=5 | 56657.640397 | 0.49904 | 0.50096 |
| Lambda=10 | 63913.689734 | 0.563416 | 0.436584 |
| Lambda=50 | 81878.302386 | 0.721075 | 0.278925 |
| Lambda=100 | 90551.554315 | 0.795901 | 0.204099 |
ridge_cv = RidgeCV(alphas=lambdas,cv=10).fit(X_train,y_train)
print(f'Best lambda: {ridge_cv.alpha_} R2 score: {ridge_cv.best_score_:3.3f}')
Best lambda: 0.067 R2 score: 0.666
plt.figure(figsize=(8,6))
vis = AlphaSelection(RidgeCV(alphas=lambdas));
vis.fit(X_train, y_train);
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:1911: RuntimeWarning: invalid value encountered in reciprocal
#comparamos los modelos para comprobar el que ajusta mejor y elabora mejores prodecciones sobre el conjunto de test
from yellowbrick.regressor import residuals_plot
plt.figure(figsize=(15,10));
viz = residuals_plot(ridge_cv, X_train, y_train, X_test, y_test, is_fitted=True, qqplot=True, hist=False);
#calculamos el error de predicción del modelo
from yellowbrick.regressor import prediction_error
plt.figure(figsize=(15,10))
visualizer = prediction_error(ridge_cv, X_test, y_test, is_fitted=True)
plt.figure(figsize = (20,1));
weights = pd.DataFrame({'lr':lr.coef_, 'ridge_cv':ridge_cv.coef_},index=X_train.columns)
weights.T
| compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges | dades_meteorologiques_precipitacio__barcelona__zona_universitaria | dades_meteorologiques_temperatura__barcelona__zona_universitaria | dades_meteorologiques_vent__barcelona__zona_universitaria | estat_del_transit_segons_trams_horaris__mati_6_13_ | estat_del_transit_segons_trams_horaris__nit_0_5_ | estat_del_transit_segons_trams_horaris__tarda_14_19_ | estat_del_transit_segons_trams_horaris__vespre_20_24_ | ipc_interanual__barcelona | operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america | operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya | operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa | preu_electricitat_majorista__ | matriculacions_de_vehicles_a_barcelona__turismes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| lr | 32.229213 | 2.565828 | 91.883379 | -15.503191 | 1.366346 | -39.502408 | 19.272115 | 12.277267 | 67.305776 | 24.531779 | 87.602147 | 58.918115 | 8.103275 | 1.604977 |
| ridge_cv | 71.252536 | 206.089790 | 609.462238 | -175.384095 | -604.096612 | -191.054571 | 657.005522 | -451.227519 | 1420.607916 | -101.425713 | 814.885154 | -1068.116120 | -924.747132 | -230.993415 |
<Figure size 1440x72 with 0 Axes>
fig, ax = plt.subplots( figsize = (20,1));
sns.heatmap(weights.T.loc[['lr'],:].abs(),annot=True, linewidths=.5,ax=ax,cbar=False,xticklabels=False);
plt.figure(figsize = (20,1));
sns.heatmap(weights.T.loc[['ridge_cv'],:].abs(),annot=True, linewidths=.5,cbar=False,xticklabels=False);
r2_results2 = pd.DataFrame({'ridge_cv':ridge_cv.best_score_},index=['CV R2'])
r2_results2.loc['Train R2', :] =[r2_score(y_train,ridge_cv.predict(X_train))]
r2_results2.loc['lambda','ridge_cv']=ridge_cv.alpha_
r2_results2
| ridge_cv | |
|---|---|
| CV R2 | 0.665613 |
| Train R2 | 0.708001 |
| lambda | 0.067000 |
Vemos que aunque hagamos aplicado la regresión regularizada de Ridge no parece mejorar los resultados de la regresión lineal. Veamos si usando la regresión de LASSO funciona mejor.
Ahora mediante el método CV de scikit-learn para calcular la mejor $\lambda$ directamente.
lasso_cv =LassoCV(alphas=lambdas,cv=10).fit(X_train,y_train)
lasso_r2 = np.mean(cross_val_score(lasso_cv, X_train,y_train))
print('Best lambda:', lasso_cv.alpha_, 'R2 score:',lasso_r2)
Best lambda: 0.1 R2 score: 0.6684543074640008
plt.figure(figsize=(8,6))
vis = AlphaSelection(LassoCV(alphas=lambdas));
vis.fit(X_train, y_train);
from yellowbrick.regressor import residuals_plot
plt.figure(figsize=(15,10));
viz = residuals_plot(lasso_cv, X_train, y_train, X_test, y_test, is_fitted=True, qqplot=True, hist=False);
#calculamos el error de predicción del modelo
from yellowbrick.regressor import prediction_error
plt.figure(figsize=(15,10))
visualizer = prediction_error(lasso_cv, X_test, y_test, is_fitted=True)
weights = pd.DataFrame({'lr':lr.coef_, 'ridge_cv':ridge_cv.coef_, 'lasso_cv':lasso_cv.coef_},index=X_train.columns)
weights.T
| compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges | dades_meteorologiques_precipitacio__barcelona__zona_universitaria | dades_meteorologiques_temperatura__barcelona__zona_universitaria | dades_meteorologiques_vent__barcelona__zona_universitaria | estat_del_transit_segons_trams_horaris__mati_6_13_ | estat_del_transit_segons_trams_horaris__nit_0_5_ | estat_del_transit_segons_trams_horaris__tarda_14_19_ | estat_del_transit_segons_trams_horaris__vespre_20_24_ | ipc_interanual__barcelona | operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america | operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya | operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa | preu_electricitat_majorista__ | matriculacions_de_vehicles_a_barcelona__turismes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| lr | 32.229213 | 2.565828 | 91.883379 | -15.503191 | 1.366346 | -39.502408 | 19.272115 | 12.277267 | 67.305776 | 24.531779 | 87.602147 | 58.918115 | 8.103275 | 1.604977 |
| ridge_cv | 71.252536 | 206.089790 | 609.462238 | -175.384095 | -604.096612 | -191.054571 | 657.005522 | -451.227519 | 1420.607916 | -101.425713 | 814.885154 | -1068.116120 | -924.747132 | -230.993415 |
| lasso_cv | 60.526091 | 196.357654 | 608.689338 | -174.101703 | -633.189954 | -183.086058 | 688.206925 | -459.244934 | 1450.674081 | -75.260643 | 852.107540 | -1126.210411 | -963.836060 | -228.535415 |
fig, ax = plt.subplots( figsize = (20,1));
sns.heatmap(weights.T.loc[['lr'],:].abs(),annot=True, linewidths=.5,ax=ax,cbar=False,xticklabels=False);
plt.figure(figsize = (20,1));
sns.heatmap(weights.T.loc[['ridge_cv'],:].abs(),annot=True, linewidths=.5,cbar=False,xticklabels=False);
plt.figure(figsize = (20,1));
sns.heatmap(weights.T.loc[['lasso_cv'],:].abs(),annot=True, linewidths=.5,cbar=False,xticklabels=True);
r2_results3 = pd.DataFrame({'lasso_cv':lasso_r2},index=['CV R2'])
r2_results3.loc['Train R2', :] =[r2_score(y_train,lasso_cv.predict(X_train))]
r2_results3.loc['lambda','lasso_cv']=lasso_cv.alpha_
r2_results3
| lasso_cv | |
|---|---|
| CV R2 | 0.668454 |
| Train R2 | 0.708548 |
| lambda | 0.100000 |
r2_results3 = pd.DataFrame({'lr':valorLRr2,'ridge_cv':ridge_cv.best_score_,'lasso_cv':lasso_r2},index=['CV R2'])
comparacioResultatsD = r2_results3
r2_results3
| lr | ridge_cv | lasso_cv | |
|---|---|---|---|
| CV R2 | 0.664501 | 0.665613 | 0.668454 |
Ya hemos visto en función del modelo el valor de $R^{2}$ usando el conjunto test. Ahora pues solo nos queda razonar cuál es mejor. Según nuestras métricas de validación, el mejor modelo es lasso_cv con una lambda de 0.1 utilizada con el conjunto de datos estandarizados. Aún así, vemos que usando el conjunto de test para los modelos, el mejor $R^{2}$ lo obtenemos con el modelo de Ridge ya que Lasso sobrejausta un poco poco más obteninendo una $R^{2}$ ligeramente inferior a Ridge y superior al modelo de regresión lineal.
Aún así, ambos modelos regularizados, tanto Ridge, como LASSO no se comportan de la forma que deseariamos. Si nos fijamos, lasso ajusta peor los datos de entrenamiento que el modelo de regressión lineal, aunque por una diferencia muy pequeña: (LASSO)0.708548 vs (LR)0.708757.
Así pues, de los tres modelos nos quedamos con el modelo de ridge_cv, aunque lasso_cv tampoco seria una mala opción, como el mejor modelo para predecir el valor de la cotización del ibex 35.
Notamos que hemos descartamos el modelo de regresión lineal, ya que no obtenemos un buen valor de R^2 para el conjunto de CV.
Lasso a diferencia de Ridge atribuye más peso a cada una de las variables aunque consideren ambos las mismas.
Las variables con más peso que considera el modelo de regressión lineal considero que son las correctas, ya que se corresponden con las variables que más correlación tienen con la variable objetivo cuando hemos realizado la exploración de los datos y la comparación de variables con el método feature_correlation o con los regplot.
A diferencia del modelo de regressión lineal, Ridge y Lasso no consideran que la temperatura sea el factor más importante que contribuye a predecir correctamente el valor de la cotización del mercado español. Esto, es un grave error, ya que para Ridge, le atribuye el sexto peso más grande y Lasso el séptimo. Ambos consideran que el ipc_interanual__barcelona es la variable mas decisiva juntamente con la variable preu_electricitat_majorista__. En cambio la LR, no considera esta última.
Además tanto Ridge como Lasso dan importancia a la variable estat_del_transit_segons_trams_horaris__mati_613, cosa que es sorprendente, ya que el modelo de regresión lineal le ha atribuido el menor peso.
También sucede lo mismo con la variable estat_del_transit_segons_trams_horaris__tarda_1419. Y por el contrario, cuando Ridge y Lasso no atribuyen importancia a como está el tránsito de madrugada, el model de RL le da un peso bastante notable.
#creamos el nuevo modelo eliminando las variables que menos peso tienen
X = bcn_ibex_data.loc[:,bcn_ibex_data.columns != 'mercat_bursatil_ibex_35_']
X = X.loc[:,X.columns != 'dades_meteorologiques_precipitacio__barcelona__zona_universitaria']
X = X.loc[:,X.columns != 'estat_del_transit_segons_trams_horaris__mati_6_13_']
X = X.loc[:,X.columns != 'matriculacions_de_vehicles_a_barcelona__turismes']
y = bcn_ibex_data['mercat_bursatil_ibex_35_']
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
#escalamos para que todas las variables tengan el mismo rango para que aprovechemos mejor nuestros modelos
def scaling_preprocessing(X, y, scaler=None):
numerical_columns = [c for c in X.columns]
if scaler is None:
# datos de entrenamiento
scaler = MinMaxScaler()
X[numerical_columns] = scaler.fit_transform(X[numerical_columns])
else:
# datos de test
X[numerical_columns] = scaler.transform(X[numerical_columns])
return X, y, scaler
X_train, y_train, scaler = scaling_preprocessing(X_train,y_train)
X_test, y_test, _ = scaling_preprocessing(X_test,y_test,scaler)
X_train.hist(figsize=(40,30));
nr_rows = 4
nr_cols = 3
fig, axs = plt.subplots(nr_rows, nr_cols, figsize=(nr_cols*5,nr_rows*4))
li_num_feats = list(X_train.columns)
li_plot_num_feats = [c for c in list(X_train.columns)]
for r in range(0,nr_rows):
for c in range(0,nr_cols):
i = r*nr_cols+c
if i < len(li_plot_num_feats):
sns.regplot(x=X_train[li_plot_num_feats[i]], y=y_train, ax = axs[r][c])
#primer atribut(r) és la correlació, segon atribut(p) és p-value
stp = stats.pearsonr(X_train[li_plot_num_feats[i]], y_train)
str_title = "r = " + "{0:.2f}".format(stp[0]) + " " "p = " + "{0:.2f}".format(stp[1])
axs[r][c].set_title(str_title,fontsize=12)
plt.tight_layout()
plt.show()
plt.figure(figsize=(10,8))
visualizer = feature_correlation(X_train, y_train, labels=list(X_train.columns),method='pearson');
lr = LinearRegression();
lr.fit(X_train,y_train);
y_pred = lr.predict(X_train);
weights = lr.coef_
intercept = lr.intercept_
print('Pesos: \n', weights[:])
print('Interceptor: \n', intercept)
Pesos:
[ 16.73115757 576.87226132 -173.75777041 -192.33826866
24.8522238 -426.07117602 1479.2922833 -94.64403396
951.07977545 -1108.34422267 -1049.00222213]
Interceptor:
8205.417498668858
import statsmodels.api
model = sm.OLS(y_train, sm.add_constant(X_train))
result = model.fit()
result.summary()
| Dep. Variable: | mercat_bursatil_ibex_35_ | R-squared: | 0.685 |
|---|---|---|---|
| Model: | OLS | Adj. R-squared: | 0.672 |
| Method: | Least Squares | F-statistic: | 55.29 |
| Date: | Sun, 30 Oct 2022 | Prob (F-statistic): | 1.13e-63 |
| Time: | 13:04:07 | Log-Likelihood: | -1950.0 |
| No. Observations: | 292 | AIC: | 3924. |
| Df Residuals: | 280 | BIC: | 3968. |
| Df Model: | 11 | ||
| Covariance Type: | nonrobust |
| coef | std err | t | P>|t| | [0.025 | 0.975] | |
|---|---|---|---|---|---|---|
| const | 8205.4175 | 69.472 | 118.112 | 0.000 | 8068.664 | 8342.171 |
| compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges | 16.7312 | 67.159 | 0.249 | 0.803 | -115.469 | 148.932 |
| dades_meteorologiques_temperatura__barcelona__zona_universitaria | 576.8723 | 89.258 | 6.463 | 0.000 | 401.170 | 752.574 |
| dades_meteorologiques_vent__barcelona__zona_universitaria | -173.7578 | 79.736 | -2.179 | 0.030 | -330.716 | -16.800 |
| estat_del_transit_segons_trams_horaris__nit_0_5_ | -192.3383 | 86.407 | -2.226 | 0.027 | -362.428 | -22.248 |
| estat_del_transit_segons_trams_horaris__tarda_14_19_ | 24.8522 | 73.928 | 0.336 | 0.737 | -120.673 | 170.377 |
| estat_del_transit_segons_trams_horaris__vespre_20_24_ | -426.0712 | 117.020 | -3.641 | 0.000 | -656.422 | -195.720 |
| ipc_interanual__barcelona | 1479.2923 | 111.072 | 13.318 | 0.000 | 1260.650 | 1697.934 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america | -94.6440 | 119.636 | -0.791 | 0.430 | -330.144 | 140.856 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya | 951.0798 | 156.598 | 6.073 | 0.000 | 642.822 | 1259.338 |
| operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa | -1108.3442 | 171.624 | -6.458 | 0.000 | -1446.181 | -770.507 |
| preu_electricitat_majorista__ | -1049.0022 | 156.214 | -6.715 | 0.000 | -1356.504 | -741.500 |
| Omnibus: | 13.239 | Durbin-Watson: | 1.873 |
|---|---|---|---|
| Prob(Omnibus): | 0.001 | Jarque-Bera (JB): | 13.767 |
| Skew: | -0.493 | Prob(JB): | 0.00102 |
| Kurtosis: | 3.398 | Cond. No. | 36.7 |
from yellowbrick.regressor import residuals_plot
plt.figure(figsize=(15,10));
viz = residuals_plot(lr, X_train, y_train, X_test, y_test, is_fitted=True, qqplot=True, hist=False);
from yellowbrick.regressor import prediction_error
plt.figure(figsize=(15,10))
visualizer = prediction_error(lr, X_test, y_test, is_fitted=True)
cross_val_metrics = pd.DataFrame(columns=['MSE', 'norm_MSE', 'R2'])
#considerar canviar la varible del kf per 5, val no és viable
kf = KFold(n_splits=10)
i=1
for train_index, test_index in kf.split(X_train):
print('Split {}: \n\tTest Folds: [{}] \n\tTrain Folds {}'.format(i, i, [j for j in range(1,11) if j != i]));
x_train_fold = X_train.values[train_index]
y_train_fold = y_train.values[train_index]
x_test_fold = X_train.values[test_index,:]
y_test_fold = y_train.values[test_index]
lr = LinearRegression().fit(x_train_fold,y_train_fold)
y_pred_fold = lr.predict(x_test_fold)
fold_mse =mean_squared_error(y_test_fold, y_pred_fold)
fold_nmse = 1-r2_score(y_test_fold, y_pred_fold)
fold_r2 = r2_score(y_test_fold, y_pred_fold)
print(f'\tMSE: {fold_mse:3.3f} NMSE: {fold_nmse:3.3f} R2: {fold_r2:3.3f}')
cross_val_metrics.loc[f'Fold {i}', :] = [fold_mse,fold_nmse, fold_r2]
i+=1
Split 1: Test Folds: [1] Train Folds [2, 3, 4, 5, 6, 7, 8, 9, 10] MSE: 39423.613 NMSE: 0.375 R2: 0.625 Split 2: Test Folds: [2] Train Folds [1, 3, 4, 5, 6, 7, 8, 9, 10] MSE: 38783.460 NMSE: 0.346 R2: 0.654 Split 3: Test Folds: [3] Train Folds [1, 2, 4, 5, 6, 7, 8, 9, 10] MSE: 41357.037 NMSE: 0.428 R2: 0.572 Split 4: Test Folds: [4] Train Folds [1, 2, 3, 5, 6, 7, 8, 9, 10] MSE: 34760.526 NMSE: 0.409 R2: 0.591 Split 5: Test Folds: [5] Train Folds [1, 2, 3, 4, 6, 7, 8, 9, 10] MSE: 35994.665 NMSE: 0.320 R2: 0.680 Split 6: Test Folds: [6] Train Folds [1, 2, 3, 4, 5, 7, 8, 9, 10] MSE: 52925.938 NMSE: 0.374 R2: 0.626 Split 7: Test Folds: [7] Train Folds [1, 2, 3, 4, 5, 6, 8, 9, 10] MSE: 49651.442 NMSE: 0.322 R2: 0.678 Split 8: Test Folds: [8] Train Folds [1, 2, 3, 4, 5, 6, 7, 9, 10] MSE: 36042.411 NMSE: 0.342 R2: 0.658 Split 9: Test Folds: [9] Train Folds [1, 2, 3, 4, 5, 6, 7, 8, 10] MSE: 32815.961 NMSE: 0.265 R2: 0.735 Split 10: Test Folds: [10] Train Folds [1, 2, 3, 4, 5, 6, 7, 8, 9] MSE: 38251.599 NMSE: 0.348 R2: 0.652
cross_val_metrics.loc['Mean',:] = cross_val_metrics.mean()
cross_val_metrics
lr = LinearRegression().fit(X_train,y_train);
folds_r2 = cross_val_score(lr, X_train,y_train, cv=10, scoring='r2')
lr_r2 = np.mean(folds_r2)
folds_r2, lr_r2
r2_results = pd.DataFrame({'lr':lr_r2},index=['CV R2'])
valorLRr2 = lr_r2
r2_results.loc['Train R2', :] =[r2_score(y_train,lr.predict(X_train))]
r2_results.loc['lambda','lr']=0
r2_results
| lr | |
|---|---|
| CV R2 | 0.647138 |
| Train R2 | 0.684759 |
| lambda | 0.000000 |
plt.figure(figsize = (20,1));
weights = pd.DataFrame({'lr':lr.coef_},index=X_train.columns)
print(X_train.columns)
fig, ax = plt.subplots( figsize = (20,1));
sns.heatmap(weights.T.loc[['lr'],:].abs(),annot=True, linewidths=.5,ax=ax,cbar=False,xticklabels=False);
Index(['compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges',
'dades_meteorologiques_temperatura__barcelona__zona_universitaria',
'dades_meteorologiques_vent__barcelona__zona_universitaria',
'estat_del_transit_segons_trams_horaris__nit_0_5_',
'estat_del_transit_segons_trams_horaris__tarda_14_19_',
'estat_del_transit_segons_trams_horaris__vespre_20_24_',
'ipc_interanual__barcelona',
'operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__america',
'operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__espanya',
'operacions_d_aeronaus_a_l_aeroport_de_barcelona_el_prat_segons_origen_destinacio__europa',
'preu_electricitat_majorista__'],
dtype='object')
<Figure size 1440x72 with 0 Axes>
Al quitar las variables de menos peso del modelo de RL, ahora el modelo ha repartido los pesos y ha atribuido un mayor peso a otras variables y uno menor a otras.
En concreto si nos fijamos hay variables que ya tenien un peso grande pero que ahora tienen un peso mucho mas importante. Aún así, si nos fijamos, ahora este modelo nos predice peor la cotización, ya que obtenemos una $R^{2}$ más baja tanto para el conjnto de entrenamiento, como para el conjunto de CV.
Ahora pero, el modelo aribuye un peso destacable a preu_electricitat_majorista__, variable a la que tanto Ridge y Lasso atribuian un peso importante, pero ha atribuido un peso peor a compra_venda_d_habitatges_a_barcelona_nombre_de_transmissions__habitatges.
Podemos ver que las variables que menos peso tienen siguen, las podemos seguir viendo en el statsmodel de GLM, fijandonos si en la columna de P>|t|, tenemos un valor superior de 0.05.
from sklearn.preprocessing import PolynomialFeatures
trans = PolynomialFeatures(degree=2)
X = bcn_ibex_data.loc[:,bcn_ibex_data.columns != 'mercat_bursatil_ibex_35_']
y = bcn_ibex_data['mercat_bursatil_ibex_35_']
data = X[:].values
data = trans.fit_transform(data)
#ara tenim moltes més features de 14 a 120
dataset = pd.DataFrame(data)
data_X_train, data_X_test, y_train, y_test = train_test_split(dataset, y, test_size=0.2, random_state=42)
def scaling_preprocessing(X, y, scaler=None):
# Escalamos las variables numericas
if scaler is None:
# datos de entrenamiento
scaler = MinMaxScaler()
X = scaler.fit_transform(X)
else:
# datos de test
X = scaler.transform(X)
return X, y, scaler
X_train, y_train, scaler = scaling_preprocessing(data_X_train,y_train)
X_test, y_test, _ = scaling_preprocessing(data_X_test,y_test,scaler)
dataset.hist(figsize = (20,20));
ridge_cross_val_metrics = pd.DataFrame(columns=['mean MSE', 'mean norm_MSE', 'mean R2'])
lambdas = [1e-4,1e-3,1e-2,0.04,0.05,0.06,0.065,0.066,0.067,0.068,0.07,0.073,0.074,0.075,0.0753,0.076,0.077,0.08,0.085,0.09,0.1,0.15,0.2,0.3,0.5,1,5,10,50,100]
# Calculamos las metricas de validación cruzada para cada lambda
for lambda_val in lambdas:
kf = KFold(n_splits=10) #mejor resultado con 5 que para 10 de 0.665 a 0.0669
i=1
cv_mse = []
cv_nmse = []
cv_r2 = []
for train_index, test_index in kf.split(X_train):
x_train_fold = X_train[train_index]
y_train_fold = y_train.values[train_index]
x_test_fold = X_train[test_index,:]
y_test_fold = y_train.values[test_index]
lr = Ridge(alpha=lambda_val).fit(x_train_fold,y_train_fold)
y_pred_fold = lr.predict(x_test_fold)
fold_mse =mean_squared_error(y_test_fold, y_pred_fold)
fold_nmse = 1-r2_score(y_test_fold, y_pred_fold)
fold_r2 = r2_score(y_test_fold, y_pred_fold)
cv_mse.append(fold_mse)
cv_nmse.append(fold_nmse)
cv_r2.append(fold_r2)
ridge_cross_val_metrics.loc[f'Lambda={lambda_val}',:] = [np.mean(cv_mse),np.mean(cv_nmse),np.mean(cv_r2)]
ridge_cross_val_metrics.sort_values(by='mean R2',ascending=False)
| mean MSE | mean norm_MSE | mean R2 | |
|---|---|---|---|
| Lambda=0.0753 | 24660.913824 | 0.216555 | 0.783445 |
| Lambda=0.075 | 24660.889986 | 0.216555 | 0.783445 |
| Lambda=0.076 | 24661.035933 | 0.216555 | 0.783445 |
| Lambda=0.074 | 24660.937122 | 0.216556 | 0.783444 |
| Lambda=0.077 | 24661.367912 | 0.216557 | 0.783443 |
| Lambda=0.073 | 24661.184742 | 0.216559 | 0.783441 |
| Lambda=0.08 | 24663.414463 | 0.216574 | 0.783426 |
| Lambda=0.07 | 24663.210373 | 0.216579 | 0.783421 |
| Lambda=0.068 | 24665.717154 | 0.216603 | 0.783397 |
| Lambda=0.067 | 24667.346178 | 0.216619 | 0.783381 |
| Lambda=0.085 | 24669.976897 | 0.216629 | 0.783371 |
| Lambda=0.066 | 24669.239632 | 0.216636 | 0.783364 |
| Lambda=0.065 | 24671.408759 | 0.216657 | 0.783343 |
| Lambda=0.09 | 24679.937545 | 0.216715 | 0.783285 |
| Lambda=0.06 | 24686.830863 | 0.216799 | 0.783201 |
| Lambda=0.1 | 24708.09377 | 0.21696 | 0.78304 |
| Lambda=0.05 | 24747.142416 | 0.217351 | 0.782649 |
| Lambda=0.04 | 24868.349175 | 0.218455 | 0.781545 |
| Lambda=0.15 | 24942.924293 | 0.219023 | 0.780977 |
| Lambda=0.2 | 25245.443321 | 0.221679 | 0.778321 |
| Lambda=0.3 | 25897.291002 | 0.227382 | 0.772618 |
| Lambda=0.01 | 26908.341303 | 0.237111 | 0.762889 |
| Lambda=0.5 | 27153.351974 | 0.238319 | 0.761681 |
| Lambda=1 | 29680.258392 | 0.260247 | 0.739753 |
| Lambda=0.001 | 37989.670839 | 0.336306 | 0.663694 |
| Lambda=5 | 38619.983197 | 0.338069 | 0.661931 |
| Lambda=10 | 44179.088813 | 0.386943 | 0.613057 |
| Lambda=0.0001 | 63297.391607 | 0.543928 | 0.456072 |
| Lambda=50 | 61928.497237 | 0.544357 | 0.455643 |
| Lambda=100 | 69944.21531 | 0.615583 | 0.384417 |
ridge_cv = RidgeCV(alphas=lambdas,cv=10).fit(X_train,y_train)
print(f'Best lambda: {ridge_cv.alpha_} R2 score: {ridge_cv.best_score_:3.3f}')
plt.figure(figsize=(8,6))
vis = AlphaSelection(RidgeCV(alphas=lambdas));
vis.fit(X_train, y_train);
Best lambda: 0.0753 R2 score: 0.783
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_ridge.py:1911: RuntimeWarning: invalid value encountered in reciprocal
#comparamos los modelos para comprobar el que ajusta mejor y elabora mejores prodecciones sobre el conjunto de test
from yellowbrick.regressor import residuals_plot
plt.figure(figsize=(15,10));
viz = residuals_plot(ridge_cv, X_train, y_train, X_test, y_test, is_fitted=True, qqplot=True, hist=False);
from yellowbrick.regressor import prediction_error
plt.figure(figsize=(15,10))
visualizer = prediction_error(ridge_cv, X_test, y_test, is_fitted=True)
plt.figure(figsize = (20,5));
weights = pd.DataFrame({'ridge_cv':ridge_cv.coef_},index=dataset.columns)
weights.T
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 110 | 111 | 112 | 113 | 114 | 115 | 116 | 117 | 118 | 119 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ridge_cv | 0.0 | 54.015918 | 82.120325 | 485.05325 | 303.862097 | 41.458488 | -166.249413 | 141.277469 | 209.840476 | 390.376463 | ... | -456.201873 | -387.180576 | 102.139532 | 293.062151 | 382.0455 | 389.329462 | -311.62268 | -139.741044 | 209.126692 | -347.409626 |
1 rows × 120 columns
<Figure size 1440x360 with 0 Axes>
y_test_predicted = ridge_cv.predict(X_test)
r2_ridge = ridge_cv.score(X_test,y_test)
print('MSE: {}'.format(mean_squared_error(y_test,y_test_predicted)))
print('R2: {}'.format(r2_ridge))
MSE: 31400.325277109023 R2: 0.734753047031182
lasso_cv =LassoCV(alphas=lambdas,cv=10).fit(X_train,y_train)
lasso_r2 = np.mean(cross_val_score(lasso_cv, X_train,y_train))
print('Best lambda:', lasso_cv.alpha_, 'R2 score:',lasso_r2)
#Best lambda: 0.2 R2 score: 0.7586493833879594
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7250.929306217469, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21870.705670414492, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80196.95874230191, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8964.670064080507, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16816.971473148093, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78938.7880929457, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51894.65215417091, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25240.519470150582, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36695.78519862052, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29871.41695131967, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19850.290315997787, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14333.321366428398, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10755.950132072438, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8860.993982919492, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8172.7151834163815, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13548.187639063224, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14738.95521411905, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20797.962279646657, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26318.66067024693, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26734.840143294074, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58766.31589003559, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164058.19465053873, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234774.6917886911, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1145960.283602557, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1303011.973356336, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1265531.7063158741, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11483.034037146717, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32722.953968771733, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21476.066093087196, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20134.789260733873, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55661.462014115416, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86590.42603640724, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61797.40113132261, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29338.009102459997, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9700.00292973686, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8341.279110061936, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5757.712414720096, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3502.6206681090407, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5763.836006471422, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7223.909965430386, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18870.022572670132, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17916.807264767587, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12323.119148937985, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9855.806826381013, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9243.401294039562, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33470.64668055996, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137558.79340550676, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 327784.30112951435, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1328744.1028300328, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1485887.7331969142, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1452604.8807907568, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6753.8462191503495, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36000.616082675755, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45258.62635474093, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38991.653786133975, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23446.330161283724, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50653.43051645346, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62400.95960190706, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46193.69168619905, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42117.00369708799, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41287.14597929455, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28233.633764428552, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7341.454060881399, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3170.4973851470277, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6106.447014124133, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5616.887871093117, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9324.747711288743, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8604.364728597924, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7266.906010413077, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7987.475961317308, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9338.969111810438, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24265.218559128232, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87840.07232702058, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 278656.4468959649, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1395625.4565365568, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1471594.7816770687, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1423835.2565431122, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15996.012041958049, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29854.873655671254, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22357.385932946578, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62302.95533918869, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32328.7448953446, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49751.195424931124, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33442.554465393536, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20985.71319993306, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28378.01174012432, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22931.20323070418, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24218.69731412083, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23866.07936566323, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22761.596275790595, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7015.115781338885, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5326.272933463566, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13611.33606177941, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19110.925781422295, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13648.3923947094, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9678.612651817035, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6815.654268829152, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40337.29102317151, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146360.95444155997, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 268210.73760917084, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1371288.6864737438, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1486833.0395740392, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1449044.620779584, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21781.719581274316, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32636.64984612912, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63946.709853131324, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37283.88983519934, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27292.996548327617, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93421.45669941884, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54075.9747441113, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16936.686246483587, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23980.421097744256, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28268.084214059636, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21636.33585691452, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12170.186589932535, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6482.115499942098, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5234.912859796546, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4772.590250638314, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10118.890710358042, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9448.46850232128, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7101.412689420395, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6161.686306813732, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6039.561388219707, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25117.10183186643, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93534.40375504456, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 426331.9751707637, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1226274.2424844187, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1371885.0068023298, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1326783.2718204807, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55053.364566117525, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15988.079759834334, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64606.27619496919, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 111607.094091448, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13463.66793385148, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163193.16664685402, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106329.33102432545, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48049.576074997894, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47748.89993675705, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34848.42340223398, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28995.280941786245, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18285.239832198713, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11829.459031055681, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7572.650672574062, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5838.8397081200965, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16706.764004691504, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18151.642060074955, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15812.517756773625, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17394.88767187856, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18735.67156174453, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55779.75334402034, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132362.13988781255, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 435414.54006619286, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1280419.4398285395, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1385103.2215241315, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1335547.0133751659, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5657.926043434069, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16474.34982121922, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 89765.96566734836, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43145.20962546207, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67622.2057542596, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 288824.7837807727, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86514.9558659019, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 83410.36263601203, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35369.85659949109, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22235.977081182413, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8251.391344911419, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8065.824486427009, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8625.713138680905, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4960.59139984753, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4617.421930816956, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4089.019708259031, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17171.361064676195, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59650.30026796507, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202231.76556516625, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1296440.636979031, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1446258.417136414, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1403427.9371311546, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14305.879973698407, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30101.98638017662, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13727.203808382154, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27726.74931252934, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31029.510742902756, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172996.71037869062, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81620.84495335724, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44572.833255536854, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47207.745671607554, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24498.1763026556, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14525.617273284122, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12340.309181244113, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7896.9719277704135, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7028.150300213601, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5316.685556709301, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9186.891178637743, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12435.516587202903, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11925.227748097852, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10754.518689744174, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11928.347987079062, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42230.90801384766, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 161084.86511553638, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 341848.0191663387, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1400818.9407727579, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1494042.6411868678, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1453521.3102599082, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26534.381886639632, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38329.44951908011, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70340.94102771021, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121554.87143236399, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139927.56851138966, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 182760.03427510895, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170369.22646001168, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73468.88631469477, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47801.98553057946, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37952.86603606213, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31931.72776151169, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21718.737929580733, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14492.201258459128, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5146.275891048834, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3827.5180903133005, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10548.383446691558, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12086.530324110761, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13510.277109032497, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14973.323289483786, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17066.30883716792, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45453.6573614371, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118788.32658858597, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 227697.30648947228, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1171238.8166762593, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1386219.325015691, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1354544.5442328646, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12769.069301731884, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34238.51996211242, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40945.63493426144, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52174.17559055798, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74941.78661805578, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79993.65893515386, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45703.359167416114, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16855.121148869395, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11686.436834720895, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8015.48643646203, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4901.232590349857, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5387.16678682575, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4993.945356795564, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8009.109621071257, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9791.874675919767, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16888.802293235436, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18203.12911307346, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20611.68582189735, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23877.28586847661, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26130.37643033266, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55320.485832735896, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 179519.68082722975, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 287761.19871803885, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1243583.5405082868, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1384312.1916220454, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1343233.063635164, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.604e+05, tolerance: 3.427e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6553.926277182996, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18634.609526956454, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5339.686682317872, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32427.896297259256, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25913.473917753436, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54783.51029829588, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68219.20390724624, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87073.72759032995, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52668.14383184165, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31649.478934787214, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19106.03661784064, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14097.777219321579, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7102.6486251824535, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7370.82224628143, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7482.491732203402, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17945.410343516618, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15475.416631735396, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10379.205589797813, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8134.387108976021, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8656.82279487094, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26711.924306261353, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118633.69652079977, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 225969.8264641643, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 804134.2585346256, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 947914.0129428868, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 919027.2456858725, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14414.158762093633, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7601.967988617253, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19263.30631464906, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35955.23699653894, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58442.148443946615, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75474.30436525214, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68870.94435741659, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62695.90434670681, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55482.19652342284, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45027.13205170818, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48733.07458973955, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41600.52054980118, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29993.801213544328, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24215.42384177819, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33434.49469086807, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27868.67180253379, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14222.205279647373, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13835.097160958685, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13145.362700100988, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29338.378731173463, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 112432.79605284287, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 223189.97472042008, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 911094.4020678117, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 958053.120907031, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 921904.3551990276, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14396.15824110806, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26673.957326034084, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35881.96662950283, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15166.089459197596, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49800.95831034193, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137021.73241207888, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68254.01104140282, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 71921.40103908349, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45042.3390585063, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30067.10495254025, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19800.030181703623, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13148.47076555714, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8034.415799175855, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3763.1003717598505, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3172.2395751299337, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7928.009278057143, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5961.981294680387, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6404.705060501583, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5143.246101738419, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5185.147107381374, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9108.648958541453, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28071.781962509267, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106503.6286450373, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 817949.6238090567, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 888547.8916367239, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 853803.0993713973, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19761.833528714254, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6767.456689078361, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9998.979433164, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34338.927745835856, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22608.66789908195, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85953.23540829774, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 102791.56163263787, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77357.96090490557, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46280.99930148292, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51721.33298796788, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52234.978873560205, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42754.88318304904, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30143.291331124492, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24416.273223410826, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21395.37972531002, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34879.94943537237, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40182.59328363696, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34506.008649925236, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29171.2371932799, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24041.49761584308, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50415.544392286334, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129629.61842393316, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 221636.4368294382, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 887961.7902723541, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1006406.942525073, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 973599.3329123836, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18232.56339222472, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18186.46773091145, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37044.4704108797, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67882.42406258546, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16286.633774863556, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58389.49878448248, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33835.47142414143, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32092.572224390693, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25803.411356023513, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19440.17009262927, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13140.384264128283, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10744.77492206078, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8504.527833047789, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7243.855897466652, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4439.498581039254, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11370.024175710045, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14604.223336258437, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14343.868336602114, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12436.123564758338, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10777.406529263593, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23659.957058624364, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127703.83131665317, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 246936.7898804359, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 809300.2206619997, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 910604.2235995438, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 870661.3475699615, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3853.969113674946, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16221.281192685477, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23124.312831442803, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12446.230206183158, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15693.22602333501, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78258.00538847409, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42460.49654790945, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36911.13215205213, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29111.902467831038, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27953.383945676498, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25279.73307942273, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10061.364895696286, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3952.689398036804, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2962.3231352595612, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2417.2245402317494, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3324.7918889299035, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10510.752130771987, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59939.79196401127, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174940.94410097832, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 812655.4292368325, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 925766.2077078358, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 893473.9971818796, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13275.550556300208, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20078.58024551347, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28726.608492798638, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35614.18967049569, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 140801.88240649924, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 103322.01562060043, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84930.6497469903, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70467.65500689112, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84288.99136247486, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76342.60208772682, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38202.81684752833, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25046.426381838508, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32292.300578325987, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21418.261928272434, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15063.282433476299, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20102.660357390996, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16615.45572611317, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17122.887764845043, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16976.150617998093, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34935.39234217536, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 82759.73317012982, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130367.59041080717, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 865916.1356500157, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 960429.3141138226, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 923565.436660779, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13046.759899646044, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20785.279272571206, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8265.629669178277, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21538.20975106582, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74285.11501342477, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49805.49927778635, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47450.18630108377, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51788.5325323334, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43985.7393770474, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36476.69221502775, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29728.899064857047, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22000.10622176295, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20398.651781155728, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19322.667760087177, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17689.79636649927, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16722.373237856664, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13587.943350165151, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12185.16190849524, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11589.084097814746, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29170.279762307182, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 108221.96082053706, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 248699.3548118067, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 863094.3748579917, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 955943.716962178, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 923654.8434383592, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62792.44522217475, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 108262.73361993628, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94644.95094840415, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65196.1364541105, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 114747.90622541495, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76385.88064596988, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34091.89900588151, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23603.774936310947, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15666.757319062017, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7598.374813331291, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11955.791786183603, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12669.724164141342, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9412.191501167603, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8704.346726392396, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14241.55552420998, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21129.376098662615, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23248.806402828544, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20570.04692035541, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18594.711615348235, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29253.84653190244, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 104728.16385942232, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 267816.8234322071, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 859446.1506435338, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 975338.5730954048, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 948003.5880006106, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18781.612953223288, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19953.97506275866, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6751.807819001377, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12529.05067927856, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23652.335460668895, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76155.98128015175, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37390.05702942796, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78744.88922534604, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55519.221580831334, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42898.09775445331, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32719.468720429577, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22102.535053338856, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13971.595612028148, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8029.448184153996, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5414.922191023827, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10618.851529085077, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5392.9311971999705, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3284.2738304222003, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2860.6901448257267, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3542.08007103391, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17727.886332902126, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110173.82856821781, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 232439.1677893803, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 771521.9079017638, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 900555.2190094433, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 863800.8394250264, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.365e+05, tolerance: 2.760e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14259.519384107552, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26060.48499351926, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24945.481571312994, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11595.673812859692, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21371.818688313477, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67140.387193223, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65470.56439652853, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 69967.81828814652, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59262.10425366508, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42588.87962171342, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40569.661009508185, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29625.999429277144, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14017.25008190982, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11173.658195968252, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10577.781448674854, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15964.431513670366, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15589.71578865312, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12235.480871300679, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10054.907472903375, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8654.244079342578, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23669.76175444573, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 83293.28786250437, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 108176.2055626437, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 940381.0007393619, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1011096.3261195167, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 983315.3939692059, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10064.437308168039, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22799.72347524017, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31040.51261791587, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15293.662702434696, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27304.461413325276, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60043.57574253902, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62617.42792656552, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41277.00731673837, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48985.822868936695, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34872.874267993495, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24996.361994549632, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12128.584277899936, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10281.074208751787, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4146.284996591508, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5967.310551212169, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20173.524086687714, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21683.836841992103, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16208.937567819376, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12954.548899735324, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11166.582128530368, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28185.67312614154, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77871.21586388117, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207827.53946823115, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 925512.0255995423, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 991567.2571333849, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 956209.653162524, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15064.313540347852, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7739.3088562600315, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25494.294797336683, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20185.326768900733, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27308.828834495507, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78670.712643357, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49783.306277312804, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44792.34764832724, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37119.918710205704, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31575.432946004905, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28223.149998600595, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24533.656370578334, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20687.115535865538, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6494.644723459147, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4470.662144267932, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7101.027209110092, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6451.388058723882, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6259.02435568627, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5525.345904628746, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8409.71004784014, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36530.29315606784, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118630.62462262064, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 220379.52602778794, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 870561.6389475216, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1026284.3447680972, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 988768.6534946315, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15179.783121846616, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17177.344433673657, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53741.66783031076, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13654.790157436393, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17288.736685467884, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 88816.78655827185, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65382.49833976664, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60437.92884279322, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46687.40525967209, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35499.99370385334, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8476.002491050866, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5930.316182406619, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4232.624536888674, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5113.921868794132, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4568.767677862197, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10193.201842824928, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9197.360943228938, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7601.7940896283835, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7925.984777613543, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8009.601604716387, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34345.858468753286, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124526.02272674674, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209772.52716012206, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1073210.481055847, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1082077.110880294, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1019987.9576146859, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6663.677369248122, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22793.505982564762, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45959.181885505095, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45536.340215413366, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35946.52657789644, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73670.99622413144, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47136.3501147409, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54451.05267234892, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58216.51590667106, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46736.59106923407, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15921.491826660931, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15259.296854968183, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11802.68609311618, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7822.83314858377, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7260.181364072487, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15288.527704853565, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14078.423804475926, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10587.415077656973, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10064.897572608199, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9548.80279358197, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64633.695081542246, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170956.63805823168, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 294335.5110462457, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 954831.7342041277, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 977603.4800221766, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 927358.6166775516, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12143.134342496283, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30990.705691338517, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77424.9825813435, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50686.995965517126, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50372.323255809955, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30491.890919742174, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30488.07836259296, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13831.853227234446, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10574.707425116561, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7336.6386934146285, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3349.408126438502, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4375.820125048049, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3546.0777860265225, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10120.703420410864, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25464.21612429153, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106903.28046519216, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1012789.7360722721, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1060835.6444223942, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1022414.537889529, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23227.304860066622, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19644.076519909315, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17585.161334653385, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20808.001210262068, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21551.884823085275, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 103226.81016778108, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 83147.37507213186, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53787.89536638837, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76111.0961796958, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52806.27779390896, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32609.86927287001, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19029.396904596128, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16888.118937982246, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11062.830976846628, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9796.114500684664, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18493.313990934752, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35718.60120917484, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44758.95109152049, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50195.03473953577, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51548.11977960076, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137105.1823603958, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 272210.1127109397, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 364968.0026442895, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1065832.8875714699, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1123542.1328522111, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1088854.935577984, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34387.640201788396, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15648.446134148631, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76291.49439701438, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44600.48195599578, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84620.89608624345, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53459.38078933582, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45342.233429318294, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19590.23118051607, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20757.21449312335, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15376.571229435038, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11232.736833704636, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7807.598734387197, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7831.45578408055, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8908.406750570983, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19222.774992649443, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18689.6376805366, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21089.534557327628, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18226.34651295282, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14885.497647561599, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34344.94505057065, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 102072.19666913478, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 250355.99277720368, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1035105.024194869, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1045760.2652277215, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1004987.907668269, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20227.96985163912, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15487.170887440443, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 105948.31819427013, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99364.54008238018, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43848.431187134236, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49912.1850359221, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41422.84876976628, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35671.128189913, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28020.117994580418, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40603.5561255347, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31840.480004097335, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16047.125617723912, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11455.807549355086, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5335.95510336617, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5167.72323811613, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19233.952341719996, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20695.557605489157, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16689.051731775515, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15472.615028156433, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14271.336261915043, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42627.13726409292, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 102844.82277553063, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 211759.5410820488, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 965025.2501164295, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1060345.4453772341, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1027590.1991787952, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22103.785281378776, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24481.127908235416, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8892.27952690795, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21403.080762647092, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40881.17554479092, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117581.36478045024, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60861.542216802016, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29690.99568695901, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25248.116550197825, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17754.754964058287, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10469.51050113514, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6701.105170079041, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4455.05305809062, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4184.201267675962, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4239.18918892974, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10677.411162231117, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10009.691427772865, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6934.560900156386, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8555.991965785157, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8805.71322892094, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26786.52585752867, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117824.97377402848, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 294460.0744061372, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 959526.0730284872, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1053258.9573819786, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1021323.9284305829, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 2.866e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28038.12779436726, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16299.453802106902, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27438.178699416574, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18270.576187972445, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25537.665465984493, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95107.71922997572, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56200.60337044764, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 66128.57526909187, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63085.59469852038, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47589.71609965991, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35053.90113967098, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24428.222061269917, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16594.5115932161, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11866.851550706197, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10766.4024703186, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12524.133668631315, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13849.7630642429, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13472.586430399679, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12095.408819419798, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12477.302271170542, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30659.284530146047, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81385.95581588335, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190979.63019399252, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 847933.7865466934, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 987225.7218835851, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 954513.2915849721, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19908.996902700514, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31760.428872999735, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5408.633351611905, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12583.490651791915, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18573.58426452987, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 101783.57268230198, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143060.69246237352, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106362.0744557092, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84157.35669023637, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 57445.12299709441, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37810.01308595901, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22971.95940158516, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13924.139351715334, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8641.718269405887, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7636.9892107620835, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13620.639777678996, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19764.8052795697, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16076.17721421551, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14593.25120859081, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13929.090719303116, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44786.77463296382, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124416.3252368155, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 195122.7226496446, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 715654.9687620258, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 763618.1900710482, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 722461.4740521547, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13664.950623411685, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18374.847041938454, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41092.78648859449, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22897.43513551075, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22774.93533439329, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64097.84557349142, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27548.367110278457, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24691.398243885487, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24259.400914352387, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27349.41802313272, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23103.00726914406, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21476.409958442673, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20185.674848231487, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19287.330219140276, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18894.31116999546, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24540.716452334542, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25970.293557988014, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23494.30280872155, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19763.006768383086, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18490.034352486953, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41441.96766840946, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139913.23138456699, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 227047.04384105303, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 905987.2643694633, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 978589.15144606, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 931035.6837818687, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9733.635035432875, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34168.38326034788, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10313.475972075015, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56948.04108024761, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31048.492873328738, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127406.03483034391, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44659.0022929525, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35091.28267296683, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25090.343627835624, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13893.002746786457, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12204.745303039439, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8109.086878061295, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6131.044363144785, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5183.801652166061, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4329.949916268699, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6017.475777155254, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11793.193521139212, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12750.273711584974, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9648.793796567246, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10503.915316254366, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37577.59922011988, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116779.97220762772, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190866.0811365156, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 901597.0575036639, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 916998.3869476421, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 860247.0816627707, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11768.438610587269, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13625.757464304566, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27473.457570236176, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37973.74049807992, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22419.38285600487, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 140369.1505900356, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70373.00077179447, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31294.31281125266, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30430.28470461769, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20322.45838392619, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16772.259010702837, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13647.910771654919, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12325.28689332027, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10151.079845035449, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10078.236453618389, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11043.203636419028, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14305.646675658878, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9123.846803208347, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8610.011990710627, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7415.382242301945, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20104.220480680466, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97184.40483890707, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171116.82485879795, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 876776.872567499, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 955214.148644693, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 912263.1417379021, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15483.124274281785, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20635.548572920263, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64046.02550922986, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 89746.49944646843, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50460.69290744001, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40925.41203117743, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19709.710950622335, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16813.45470012352, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20655.55810493231, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13517.413433555514, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10642.623925837688, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7389.69973786734, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4554.6041994690895, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3683.116080282256, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3523.4511367646046, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6229.691159677692, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9999.042085434776, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9667.977395417169, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9705.967495629564, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11178.90184376482, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48147.42610713001, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142835.70865229983, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 253436.4939626567, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 858619.3440920995, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 877515.545244796, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 832724.0918962689, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8075.952092656866, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40547.20080032665, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23414.236509458162, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 96972.52123632282, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85823.73350474425, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106990.43510954175, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63291.68385155406, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48993.55268708896, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42077.26923881378, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37541.645080416, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31549.736502833664, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23350.350220200606, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16125.640108413994, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10943.817804242484, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8799.071086476091, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22394.080814893357, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20181.029998490587, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14531.874230371788, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12865.604473196901, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5863.276426733471, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 98559.99083368387, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 312825.94437804166, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 426581.8140364983, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 912523.9020016498, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 936959.509839104, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 906858.6222997688, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15068.72874141857, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39685.89608382899, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11453.184104289394, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27103.826697205193, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26795.848381663673, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32239.121598469093, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58349.557105605025, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55139.23090589, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28548.19269650802, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24065.116375787184, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19944.32758750301, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15769.021971868351, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12784.547055363655, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14145.079562010244, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14465.477864566725, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22298.082943498157, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25656.0407025069, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22802.940682491288, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21114.893168935552, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20171.546616855543, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75415.704732012, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 186553.38673094986, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 280743.03496303083, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 824846.3203855834, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 848818.5767621265, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 799894.5147842092, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63658.36000773031, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3899.989092355594, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9218.416184970178, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27245.888794392813, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33608.24049052503, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 91765.55770774651, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79121.89864843944, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35230.01556675788, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50484.75273262942, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67731.3974114731, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65735.63396496326, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5905.920756869018, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2373.8946240739897, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5783.7281450890005, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6369.335773268715, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23018.790359556675, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15416.033137769438, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6548.246619771235, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4565.735987443943, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5351.122018680908, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17183.7695977157, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94967.3618046483, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 165394.32003461407, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 830798.0053579812, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 930703.258297866, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 886269.7635019205, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10935.82384630572, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19125.849457415752, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24396.26044198079, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58345.85830277391, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54622.17865991779, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 88024.76689959364, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73503.40355173033, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45211.33499763347, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41018.52417708095, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31764.390894765966, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25555.607640674338, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24453.910391178913, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26869.587349625304, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19735.757280427963, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16440.504802703857, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18582.406307856087, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20662.221849070396, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23223.385230404325, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22760.250597049482, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13333.99919477757, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46475.39824163122, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123172.20629444765, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174445.45601555682, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 858076.421893251, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 899193.9040382404, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 857598.7222953228, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.280e+04, tolerance: 2.677e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7436.478652024642, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28020.325121171772, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27866.184406893328, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31034.001115507912, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56867.472578111105, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67195.23299691267, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72288.81600015005, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56483.15335681941, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51551.52211316116, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14125.133517774753, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5282.419369874522, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3011.976098933723, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8048.869694440626, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7376.724344554823, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11850.419834429398, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12817.705984225497, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13232.447681159712, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50113.21678396501, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 233293.5834218529, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 381338.79086850607, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1023815.4494775552, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1052842.014501331, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1017506.2967455479, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17539.11578313075, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10887.218001617119, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29783.69586729631, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48847.312960057985, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41568.32382949069, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61712.63619365124, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46762.81448175898, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9173.20379283838, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9988.344736012165, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3890.5535051231273, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4022.332525194157, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4451.089795791544, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6484.944067444652, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4701.793143894989, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4953.6401164243, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5495.197170193307, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5086.862439454533, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44868.65710919537, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205872.050000177, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 344892.721316495, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 943888.2047432186, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1004009.5605419924, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 951132.5639604791, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20024.800980838947, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25552.46354428865, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62228.39865671843, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76536.85241481196, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50954.07389712613, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93462.03491606982, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85585.87291259039, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45924.3928150991, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50270.185427541845, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55693.64883331116, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27224.82025129255, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12613.739335015416, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5338.177943658084, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4848.577180370688, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3862.7928483681753, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12550.52856749855, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10499.807101684622, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5715.833532831166, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5268.05101923598, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5464.133149294648, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32127.97818446718, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116143.16565808002, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 306777.73945229175, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1069169.1578588928, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1140267.9398874328, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1094825.9633749723, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16401.137457511388, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9268.709912027232, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14144.438632166944, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52957.55990324635, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52935.62349807983, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 200126.98238362558, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130759.9833958922, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75787.90127870673, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25234.801947714295, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15910.150438613258, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12009.199919090606, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9663.247519632801, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6934.351204641163, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7908.145192172378, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9692.166368934792, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23513.53927448718, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29708.721034886315, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28198.42558579985, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24286.963833666407, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21326.576087484136, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30224.78776306566, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119824.28869783552, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234478.54676486878, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1017968.3025693346, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1082146.7455410324, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1038268.5433193102, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22651.382950436324, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30203.013954084367, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48828.597892899066, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68952.46488459595, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87390.4928560052, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63569.32875734428, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51339.05378121277, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18032.326151193585, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8986.08633173164, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7912.8093630624935, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5594.352918127552, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4049.1263453522697, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5361.8945717155, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7374.305802934803, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7082.813467266504, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6403.721511684824, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7257.608943662606, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10612.47452917695, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11438.84674556693, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48704.92412290536, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 115861.41932984488, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 411806.3569929006, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1054982.2391858513, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1093336.951023548, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1048089.8577211672, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35698.709659194574, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21987.47124968283, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53382.873507470824, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62719.882345749065, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 82644.139515182, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56219.23192006303, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87982.00557142915, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62231.33555866778, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45668.87101016007, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37698.779279777315, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24418.05834138114, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14191.279930165503, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8477.486207026057, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6312.043080247007, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4772.821981117129, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19341.15800956823, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15657.997492698021, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13676.28658354003, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13726.940210540779, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11100.987612574827, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33749.83460860839, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92365.9523353409, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 256149.79947273084, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 922362.5101613891, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 933658.2165321367, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 891823.344315774, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3019.111948342994, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16614.639322480187, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41085.35763163399, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67641.27099690028, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106465.34940438718, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 144405.41241516732, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146418.59054012923, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 101487.9843044104, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35113.758357344195, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16514.70547939744, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9754.700737764128, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6019.606729433872, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3550.9653646284714, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2911.6939197639003, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2442.903057575226, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7390.307845837437, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5494.565313277766, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5705.277815385722, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5045.481641808525, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5286.179018146824, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33738.401349158026, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 101696.79229814699, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 289880.2957506161, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1007870.7154336646, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1054469.7323271306, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 999981.56598167, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14744.285256898962, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27422.824152623303, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14998.629691449925, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52755.90189458663, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87441.43157299049, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84909.03569332883, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97897.91407523956, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30977.214417748153, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30640.34961997345, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36027.76355198026, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31829.293022179045, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27579.596702230163, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22751.74724709615, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21998.544112190604, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22641.30248121079, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36206.706450130325, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38173.865518881474, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12236.102123335935, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9962.978906827047, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7922.855736426078, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33577.123715964146, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138316.92963368678, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178191.08595058462, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 966797.7563532973, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1049904.6648222725, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1001888.47736083, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34063.15673049819, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14257.116747165099, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48259.14424594678, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42833.24221809674, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28437.848831871524, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 103790.61265845876, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19570.497030819766, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9847.314134993125, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14562.339415635914, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13519.717265754938, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6963.503047465347, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4121.643770616502, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3049.1342455260456, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4876.069980151951, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20920.90000522323, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31944.783192364965, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31260.214965497144, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25412.683779630344, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9546.96413050592, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22603.335628327914, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87898.97950215591, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234399.38856062503, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 963733.8800344199, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1090515.8219326492, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1062510.4052562646, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20522.118699359708, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28530.40561320912, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37432.49308335781, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84153.93399146106, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51905.342995755374, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51029.780100960284, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40796.61987715773, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48933.510190759785, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43852.877719143406, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40990.9177375352, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37271.8987724483, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36146.15743692126, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34647.75907530589, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39281.64588220604, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11588.933933771681, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9888.502686481923, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9359.800064537674, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9013.565441079438, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27934.552870877087, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80041.85768000875, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 308750.7922960918, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1003629.722796835, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1071864.400960878, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1022089.172381688, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.211e+05, tolerance: 2.670e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54183.589744014665, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15104.348702204414, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77548.0733304657, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80248.83278664108, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 104301.06913423259, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 145213.57788988017, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73249.39894018508, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44588.97819055244, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35442.62803568225, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28664.27136745304, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27462.34947470436, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25179.104650898837, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23329.101226639003, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22519.885519210715, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21053.205612412654, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30163.10134656774, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29084.601680278778, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24882.70671542175, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22922.438696403988, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22127.73565556621, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50446.70572999306, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124549.80190912355, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 235689.2945678071, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 841594.1606637507, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 985949.1593973914, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 955520.2423089636, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31737.55437609367, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35311.6349039264, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12310.781799154356, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72896.30814525997, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95308.06041475385, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163829.60655221622, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119075.41019494133, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74797.52961215097, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35479.232020995114, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30681.604174151085, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25647.801811528392, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19597.10801118752, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14073.325555176474, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5278.109493480995, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6997.122967052739, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16879.340968520846, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15503.452817629557, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11651.02921130741, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8658.565626869444, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7513.198274266906, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24683.043663564604, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70292.47460219217, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158103.54411794362, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 805192.2881563035, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 844129.0340058876, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 801405.9103759389, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19016.30702454783, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25255.70040178299, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 114716.95259545278, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68795.60278657125, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31850.754034689162, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77018.33395512868, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55199.55877468083, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44763.42012819741, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23286.73974675592, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26528.385882542003, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21251.024856293574, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18532.172523219604, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15595.32205009833, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16153.034582515247, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15650.030976211652, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22497.08993570879, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23058.92213560501, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21016.159822028596, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20835.66741842404, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20367.90053752996, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47894.008816107176, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177239.21981487772, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 253024.0712865116, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 870050.7949489062, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 968054.7243357287, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 938695.673937919, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20297.936971711926, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16726.387494310737, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50046.59990894515, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79580.24540038873, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 69369.50861128513, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129138.89779080637, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120990.92680815142, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64564.58630961366, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38987.75110839587, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25769.21595247276, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22985.08969493583, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20482.129959821235, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4645.9553333870135, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3715.113666741643, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4958.50508077722, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9547.015622526407, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11471.844329701737, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11455.925448842347, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11076.686039217748, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10985.079081782605, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21335.35087314155, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50602.22390321549, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 225050.470966178, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 824457.6764157336, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 917452.9729941459, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 878605.1250951228, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14176.498904962093, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5784.2618287894875, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49807.910364062525, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97581.01109414035, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118160.78953707684, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68334.33859904343, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59938.85546674486, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48589.17591778468, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43544.253474116325, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39539.818849532865, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28634.999501999468, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20744.754269052763, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14179.865080413409, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11762.2329138075, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10540.182665976696, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23607.21988881193, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26158.75858476665, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20766.706164633855, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13677.981190702878, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9577.299209001008, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33920.65839190781, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 114247.92874386185, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 221634.05447426857, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 837520.2399395013, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 955566.2038070718, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 924849.7210136083, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68943.11294885352, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31537.53156085871, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22938.1272447668, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35954.98264074512, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72474.25922098011, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 198820.01266560704, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129266.31452108594, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47514.77779822284, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15156.83859431278, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12795.965186094865, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5073.155039628036, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3581.578008980956, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3536.7503860602155, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3233.855390588753, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3061.6516397856176, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9017.021347753704, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9552.297079864424, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10557.1131054773, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12634.128331368323, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14194.067529172637, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37463.39635162754, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142306.71059877635, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 241679.5511964762, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 792111.3394297, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 853429.3257395718, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 807016.002826027, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28630.419290797785, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44069.90448438469, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42779.21553167375, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76402.33924406301, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79282.94886716269, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128548.21910261502, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44051.62383867055, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26092.041882992722, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25992.220012241043, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29741.259349579457, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19034.184806445614, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11559.245292055886, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10349.574706690386, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7236.06874744501, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8824.400595757179, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19552.89551806636, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21614.58372827433, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20961.103782597464, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20837.53592736367, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22491.90784449503, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51109.87705149315, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128296.2706294884, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 223742.96502638492, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 906942.7917082964, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 963713.1469538971, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 920955.5551845635, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23768.17180277221, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12154.144522022456, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43402.25152010564, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97345.30963519868, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74433.63788424851, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41720.498061046004, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42207.70109560201, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48441.78013884835, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58861.52723798063, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65180.62713981792, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28256.725331924856, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15520.34282454662, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8944.442805855535, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7027.5352840339765, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6850.483596825972, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19007.644564355724, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17890.07319587469, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12345.152573173866, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10329.913651364855, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9798.631095859222, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44193.80311073456, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116920.88256102847, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 224797.67831182247, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 842074.660004805, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 889196.7505834821, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 852524.1494807272, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15339.267219745554, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11014.156944771297, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58231.18825786747, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125571.25809510797, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42817.33586906502, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 108586.51524695754, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116150.31260088505, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41507.01959940372, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53533.49949387461, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52935.24884165218, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44414.50698328344, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38575.7360449573, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32406.476520617492, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30252.202270726673, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5831.201174695976, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12369.58125267364, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10451.419755230658, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7015.363187436946, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6218.680381998885, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6058.642925107852, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20489.64497511182, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50170.355382182635, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164920.8250648016, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 861009.4997682786, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 960938.025309125, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 929620.8229383935, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12911.346604430117, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27795.818887514994, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48049.52912131604, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51378.75902405009, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32211.29717487935, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86038.84776171017, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61334.84892752487, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56107.121083098464, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49306.92629348021, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31217.834436036646, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15001.44158406835, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13307.687743781134, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11331.662567581981, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12757.767319007311, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12813.269583148882, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21375.95166344382, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25079.591876091436, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20966.459023798816, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21097.371364880353, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20588.974165254273, tolerance: 2500.071045317536
Best lambda: 0.2 R2 score: 0.7586493833879594
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43218.56107453816, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 149061.674643707, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 273853.6580607868, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 933413.1435951588, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 977069.0065980509, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 935896.5640406295, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.350e+05, tolerance: 2.724e+03
plt.figure(figsize=(10,10))
vis = AlphaSelection(LassoCV(alphas=lambdas));
vis.fit(X_train, y_train);
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7875.555716223083, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23873.95470505953, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4737.323671470396, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19181.128517806996, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21617.35071044974, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 69251.17288869806, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61877.52553613577, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45909.35830637533, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46842.06261909846, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41588.45260497229, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35235.13408301212, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26006.24346864177, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19014.94930563215, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14703.963678973261, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17612.299793776125, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26678.761973110028, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31258.040251221042, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8555.302953745238, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6860.141557620838, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6596.576088214759, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26256.01583308354, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49752.477876358666, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 192246.97102229577, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 970250.8904147046, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1134777.0943153219, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1102229.6850170956, tolerance: 2760.0299017768243 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22904.008039057255, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25473.690874433145, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24735.62809876632, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44215.921415586025, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38187.188304396346, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35866.3039865247, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52341.33455191925, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21274.352961142547, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19649.63462831918, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19636.50604291167, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5454.714539332315, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3434.036764767021, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3506.6095047029667, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3995.590222689323, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9696.882341932505, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7698.421516542789, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5969.682258207351, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6025.885949193966, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6808.064035417512, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20206.99400526099, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76765.79999865312, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 219719.23648268357, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1203530.878295963, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1263919.8413718825, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1223773.4040927591, tolerance: 2866.0792017510735 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11998.387171274051, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30852.815108438954, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30254.190001286566, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24657.37779924879, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15139.123589860275, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 89257.13425132819, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30079.81773076998, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52756.57023334131, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80121.04845026694, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58120.99260435905, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42128.45008659968, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28738.424977409653, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19152.091769240797, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11748.74185567163, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9505.564958332106, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11968.583229681477, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16034.272788190283, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16165.916349497158, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16986.32414993178, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18498.552566991188, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60947.2776323352, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 166833.6638789582, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 238750.98570214817, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 978936.1756872542, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1074050.52217938, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1034228.730483006, tolerance: 2676.7739002905987 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5469.619795754552, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33403.35510210879, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34998.72194907628, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46020.98514347803, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 105154.06007126067, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92532.30374050839, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 115976.4543002462, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54172.331170984544, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24895.128202463966, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15632.648891542107, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9583.28340084292, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8343.959212704562, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4981.746047776192, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5142.3297083326615, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5470.293787869625, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11445.2522246656, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11263.006167621352, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7506.832431308925, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7375.8139944616705, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8036.986894974019, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16395.199218505993, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 181890.46551010013, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 327614.8085137401, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1209961.7526376233, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1261783.861103832, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1208906.437361291, tolerance: 2670.3169519316248 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24404.823516458273, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16664.03176521603, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56128.93016839959, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94352.13853263017, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146911.10289026517, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85328.96304734796, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59414.32149941474, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54841.54846725799, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33955.61324336799, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22272.54969954677, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16147.036568802781, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15132.341195865534, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13026.276427502744, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14583.674754989333, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14640.048192183487, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22746.78936434444, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21843.116322647315, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20547.71249666065, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20588.481975859962, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22727.282015619334, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51813.856882967055, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137223.1677848762, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 254206.87462188816, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 994158.8033892869, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1107702.8798674103, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1068144.201286075, tolerance: 2724.3905178461537 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.604e+05, tolerance: 3.427e+03
from yellowbrick.regressor import residuals_plot
plt.figure(figsize=(15,10));
viz = residuals_plot(lasso_cv, X_train, y_train, X_test, y_test, is_fitted=True, qqplot=True, hist=False);
#calculamos el error de predicción del modelo
from yellowbrick.regressor import prediction_error
plt.figure(figsize=(15,10))
visualizer = prediction_error(lasso_cv, X_test, y_test, is_fitted=True)
weights = pd.DataFrame({'lasso_cv':lasso_cv.coef_},index=dataset.columns)
weights.T
| 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | ... | 110 | 111 | 112 | 113 | 114 | 115 | 116 | 117 | 118 | 119 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| lasso_cv | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | -0.0 | -0.0 | 7.227684 | -0.0 | 1230.339629 | ... | -637.083823 | -0.0 | -0.0 | 0.0 | 247.775791 | 0.0 | -0.0 | -0.0 | 0.0 | -249.068449 |
1 rows × 120 columns
plt.figure(figsize = (50,5));
sns.heatmap(weights.T.loc[['lasso_cv'],:].abs(),annot=True, linewidths=.5,cbar=False,xticklabels=True);
r2_results3 = pd.DataFrame({'lasso_cv':lasso_r2},index=['CV R2'])
r2_results3.loc['Train R2', :] =[r2_score(y_train,lasso_cv.predict(X_train))]
r2_results3.loc['lambda','lasso_cv']=lasso_cv.alpha_
r2_results3
| lasso_cv | |
|---|---|
| CV R2 | 0.758649 |
| Train R2 | 0.840716 |
| lambda | 0.200000 |
y_test_predicted = lasso_cv.predict(X_test)
r2_lasso = lasso_cv.score(X_test,y_test)
print('MSE: {}'.format(mean_squared_error(y_test,y_test_predicted)))
print('R2: {}'.format(r2_lasso))
MSE: 31187.23100069244 R2: 0.7365531114259225
r2_results3 = pd.DataFrame({'ridge_cv':ridge_cv.best_score_,'lasso_cv':lasso_r2},index=['CV R2'])
r2_results3
#lasso : Train R2 -> 0.840716, test R2 -> 0.7365531114259225
#ridge: Train R2 -> 0.859681, test R2 -> 0.734753047031182
| ridge_cv | lasso_cv | |
|---|---|---|
| CV R2 | 0.783445 | 0.758649 |
comparacioResultatsD
| lr | ridge_cv | lasso_cv | |
|---|---|---|---|
| CV R2 | 0.664501 | 0.665613 | 0.668454 |
r2_results3 = pd.DataFrame({'ridge_cv':ridge_cv.best_score_,'lasso_cv':lasso_r2},index=['CV R2'])
r2_results3
| ridge_cv | lasso_cv | |
|---|---|---|
| CV R2 | 0.783445 | 0.758649 |
Como podemos observar ambos modelos han mejorado significativamente, sobretodo el modelo de regresión regularizada de Ridge. En un primer instante podriamos pensar que al introduir más features hubiera podido dar como resultado un sobreajuste muy grande de los datos y, por tanto, peores resultados con los nuevos modelos. Pero vemos que no ha sido así, ya que gracias al enfoque que usa Ridge mediante el hiperparámetro ha hecho que no se produzca un notable sobreajuste de estos. Así pues nuestro modelo de Ridge es muy eficiente aprovechando las features adicionales que le proporcionamos y controla de forma eficiente el sobreajuste.
De forma contraria, Lasso si que se puede apreciar que lasso sobrejusta un poco más los datos de test con respecto a los datos de entrenamiento y validación cruzada.
Una posible prueba podria ser ver como se comportan los modelos añadiendo al conjunto de datos original características que correspondan a polinomios de grado mayor a 2. Ya que una posible hipótesis seria plantear si al añadir más features, conduce a modelos demasiado complejos que sobreajustan los datos, tanto para Ridge y de forma más notable Lasso.
Sí, en total, dadas las 120 features, 40 de las 120 son no nulas(print(np.sum(weights != 0)), entonces lo que entiendo que hace Lasso es lograr la misma regularización que hace Ridge disminuyendo por completo la importancia otorgada a algunas características (haciendo que el peso sea cero ya que considera que son las variables menos influyentes), mientras que la regresión de Ridge logra la regularización al reducir la importancia otorgada a algunas de las características y no al anular la importancia de las características.
Lo que sucede es que al tener tantas nuevas features que estan algunas muy correlacionadas, Lasso elige solo alguna de ellas y reduce los pesos de las demás a cero. Además, Lasso no necesita verificar la correlación para todo par de variables, ya que Lasso elimina cualquier variable que no es útil para minimizar la pérdida de predicción y además al tener tantas features totalmente colineales, hará que más de una variable en algun grupo de variables(como se ve en el heatmap de abajo) sean más o menos redundantes en la predicción.
corr = dataset.corr()
mask = np.triu(np.ones_like(corr, dtype=bool))
plt.subplots(figsize=(20, 20))
sns.heatmap(corr, mask=mask, cmap='jet', center=0, square=True, linewidths=.8, cbar_kws={"shrink": .5});
Podemos intentar afirmar o desmentir la hipótesis planteada en las conclusiones del apartado anterior.
Añadiendo al conjunto de datos original características que corresponden a polinomios de grado mayor a 2 tenemos no tendremos un sobreajuste de los datos por parte del modelo de regularización de Ridge pero si por parte del modelo de Lasso
X = bcn_ibex_data.loc[:,bcn_ibex_data.columns != 'mercat_bursatil_ibex_35_']
y = bcn_ibex_data['mercat_bursatil_ibex_35_']
alpha_ridge = []
cv_ridge = []
train_ridge = []
alpha_lasso = []
cv_lasso = []
train_lasso = []
graus = [i for i in range(2, 5)]
num_features = []
for g in graus:
trans = PolynomialFeatures(degree=g)
data = X[:].values
data = trans.fit_transform(X)
dataset = pd.DataFrame(data)
num_features.append(data.shape[1])
print('Grau: %d, Features: %d' % (g, data.shape[1]))
data_X_train, data_X_test, y_train, y_test = train_test_split(dataset, y, test_size=0.2, random_state=42)
X_train, y_train, scaler = scaling_preprocessing(data_X_train,y_train)
X_test, y_test, _ = scaling_preprocessing(data_X_test,y_test,scaler)
#ridge
ridge_cross_val_metrics = pd.DataFrame(columns=['mean MSE', 'mean norm_MSE', 'mean R2'])
lambdas = [1e-4,1e-3,1e-2,0.04,0.05,0.06,0.065,0.066,0.067,0.068,0.07,0.073,0.074,0.075,0.0753,0.076,0.077,0.08,0.085,0.09,0.1,0.15,0.2,0.3,0.5,1,5,8,10,13,15,20,25,30,50,60,70,80,90,100]
# Calculamos las metricas de validación cruzada para cada lambda
for lambda_val in lambdas:
kf = KFold(n_splits=10) #mejor resultado con 5 que para 10 de 0.665 a 0.0669
i=1
cv_mse = []
cv_nmse = []
cv_r2 = []
for train_index, test_index in kf.split(X_train):
x_train_fold = X_train[train_index]
y_train_fold = y_train.values[train_index]
x_test_fold = X_train[test_index,:]
y_test_fold = y_train.values[test_index]
lr = Ridge(alpha=lambda_val).fit(x_train_fold,y_train_fold)
y_pred_fold = lr.predict(x_test_fold)
fold_mse =mean_squared_error(y_test_fold, y_pred_fold)
fold_nmse = 1-r2_score(y_test_fold, y_pred_fold)
fold_r2 = r2_score(y_test_fold, y_pred_fold)
cv_mse.append(fold_mse)
cv_nmse.append(fold_nmse)
cv_r2.append(fold_r2)
ridge_cross_val_metrics.loc[f'Lambda={lambda_val}',:] = [np.mean(cv_mse),np.mean(cv_nmse),np.mean(cv_r2)]
ridge_cross_val_metrics.sort_values(by='mean R2',ascending=False)
ridge_cv = RidgeCV(alphas=lambdas,cv=10).fit(X_train,y_train)
#print(f'Best lambda: {ridge_cv.alpha_} R2 score: {ridge_cv.best_score_:3.3f}')
cv_ridge.append(ridge_cv.best_score_)
train_ridge.append(r2_score(y_train,ridge_cv.predict(X_train)))
alpha_ridge.append(ridge_cv.alpha_)
#lasso
lasso_cv = LassoCV(alphas=lambdas,cv=10).fit(X_train,y_train);
lasso_r2 = np.mean(cross_val_score(lasso_cv, X_train,y_train));
#print('Best lambda:', lasso_cv.alpha_, 'R2 score:',lasso_r2)
alpha_lasso.append(lasso_cv.alpha_)
cv_lasso.append(lasso_r2)
train_lasso.append(r2_score(y_train,lasso_cv.predict(X_train)))
plt.plot(graus, num_features)
plt.show()
Grau: 2, Features: 120
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7254.18582473509, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21870.382708130404, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80196.8114238549, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8964.680182354525, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16816.971726861782, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78938.78790260665, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51894.65204578033, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25240.519451901317, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36695.78520286735, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29871.416950518265, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19850.290310996585, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14333.32137127174, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10755.95013130363, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8860.993982548825, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8172.715178228915, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13548.187637805939, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14738.955210146029, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20797.96227794094, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26318.660653958097, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26734.84016239643, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58766.31589677278, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164058.19463001378, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234774.6917676963, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1145960.2836139544, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1303011.9733595378, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1265531.7063162765, tolerance: 3106.52832529771 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11496.451089533046, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32724.186968324706, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21476.060291665606, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20134.78937826585, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55661.461930251215, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86590.4259837172, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61797.40127677284, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29338.008923478425, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9700.002948210575, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8341.279030743986, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5757.712372942828, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3502.6206655441783, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5763.83600220643, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7223.909965089057, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18870.022579865996, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17916.80726626888, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12323.119158653077, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9855.806823720224, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9243.401290468872, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33470.646677498706, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137558.7934052376, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 327784.30113775283, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1328744.102823516, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1485887.7331954655, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1452604.8807947787, tolerance: 3077.9431278015268 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6750.455341837369, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36003.09652278293, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45262.870361229405, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38991.65665375348, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23446.306215081364, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50653.46003216412, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62400.96971355751, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46193.69278739672, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42117.00559461536, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41287.14141069399, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28233.62967328448, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7341.454425056931, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3170.4996583377942, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6106.446403826587, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5616.887723044492, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9324.747374908067, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8604.364583218936, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7266.90606264025, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7987.475976564921, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9338.969102760777, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24265.218574380502, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87840.07231910946, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 278656.4468735615, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1395625.4565430381, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1471594.7816754417, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1423835.2565439814, tolerance: 3146.076309239544 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16020.676323408261, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29858.50850733556, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22358.30196348857, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62302.97138034925, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32328.675299654715, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49751.19758523535, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33442.552264757454, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20985.712528632954, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28378.011778539047, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22931.20194981573, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24218.698303952813, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23866.079655031674, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22761.596336398274, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7015.115897289012, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5326.273004957475, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13611.335978611838, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19110.925741715357, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13648.39236127818, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9678.612647417933, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6815.654273941647, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40337.29102913756, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146360.95444417652, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 268210.7376031908, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1371288.6864836821, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1486833.0395725993, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1449044.620777142, tolerance: 3148.626666874525 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21769.374506568536, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32642.614272927865, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63944.98228838947, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37283.67016337812, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27293.60208590515, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93420.53566552512, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54076.703814738896, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16936.72598266229, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23980.486227049027, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28268.111937846523, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21636.346191900782, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12170.188925312832, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6482.117353046313, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5234.913752463646, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4772.590868691914, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10118.891121740453, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9448.468721116893, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7101.412682956085, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6161.686297879554, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6039.56139321439, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25117.101821109653, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93534.40377530549, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 426331.9751869496, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1226274.2424898085, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1371885.0068025468, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1326783.2718192404, tolerance: 3090.37874844867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55072.221401400864, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15981.903933988884, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64603.59660540521, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 111605.58652713895, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13463.71498609148, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163193.16098318156, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106329.33450436871, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48049.57799714664, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47748.90039759036, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34848.424278419465, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28995.281535060145, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18285.240046630614, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11829.459102285095, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7572.65074350778, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5838.8397079771385, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16706.764007245656, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18151.64205625467, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15812.51776101254, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17394.887667136267, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18735.671556949615, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55779.75338277267, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 132362.1398750879, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 435414.5400465103, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1280419.4398284315, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1385103.2215226816, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1335547.01337088, tolerance: 3011.756942433461 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5657.38287040405, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16473.642511779442, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 89764.91111140326, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43145.08898084797, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67622.18698097765, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 288824.78133998904, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86514.95288742334, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 83410.36009761784, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35369.85624644812, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22235.97691139765, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8251.391268245876, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8065.824489570223, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8625.713131127879, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4960.591402829159, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4617.421930353623, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4089.019720693119, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17171.361052902415, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59650.300272353925, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 202231.76555812825, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1296440.6369812242, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1446258.4171338691, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1403427.9371276798, tolerance: 2978.7239946007608 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14305.20559148863, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30103.035816538148, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13727.191558601335, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27726.725608706474, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31029.502955055796, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 172996.71085281298, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81620.84525183542, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44572.833302307874, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47207.74614192732, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24498.17599174939, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14525.617408343125, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12340.309199035633, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7896.971911636181, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7028.1503201797605, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5316.685563218314, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9186.891181406565, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12435.516584538855, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11925.227741300128, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10754.518687611446, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11928.34798441967, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42230.90802379651, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 161084.8651076411, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 341848.0191225433, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1400818.940777412, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1494042.641187046, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1453521.3102622675, tolerance: 3118.7341909125485 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26552.128244858235, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38336.121342038736, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70338.1651709862, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 121553.54530669004, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139927.9861769369, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 182759.79552199412, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170368.7400081372, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73468.47038081009, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47801.81666067988, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37952.787700293586, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31931.663184045814, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21718.696301281918, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14492.17453855928, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5146.261372436304, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3827.5152683230117, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10548.385305235162, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12086.530143300537, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13510.277042179834, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14973.323301278055, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17066.30884347111, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45453.657198040746, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118788.32641136274, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 227697.30684325192, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1171238.8166184672, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1386219.3250074086, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1354544.544228017, tolerance: 3050.5816328669207 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12791.582525039092, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34237.59176385775, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40945.5926532466, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52174.33485873602, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74941.80646525417, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79993.67315583024, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45703.36329657817, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16855.123686081264, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11686.437084728386, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8015.486443101428, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4901.232675594743, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5387.166818253696, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4993.94535960583, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8009.109610883519, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9791.874664809555, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16888.802284786943, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18203.12910417514, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20611.68581056036, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23877.28585637547, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26130.376437725965, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55320.48582592094, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 179519.6808209801, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 287761.1987205455, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1243583.5405039312, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1384312.1916238642, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1343233.0636358047, tolerance: 3102.862042144487 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.604e+05, tolerance: 3.427e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6553.590040391311, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18634.501806940883, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5339.66623327136, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32427.89665112458, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25913.47318961844, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54783.50991469156, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68219.20384339988, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87073.72733284533, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52668.1436197171, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31649.47891542781, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19106.03663082514, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14097.777209340129, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7102.648625705857, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7370.822249070741, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7482.491729288362, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17945.410347605124, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15475.41663940344, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10379.205582237802, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8134.387106352486, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8656.82279315684, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26711.92430978408, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118633.6965374588, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 225969.826477309, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 804134.2585469354, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 947914.0129433826, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 919027.2456883477, tolerance: 2584.77084 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14412.148459107615, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7601.969713384286, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19263.306787644513, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35955.23704170715, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58442.14844040107, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75474.30436959257, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68870.94434366841, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62695.90434588026, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55482.196537661366, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45027.13205008488, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48733.074584642425, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41600.520546855405, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29993.801214994397, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24215.423840098083, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33434.49469853565, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27868.67180538457, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14222.205286200158, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13835.097161801998, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13145.362694682553, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29338.378735534847, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 112432.79610614246, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 223189.97473528842, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 911094.402064167, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 958053.1209061916, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 921904.355199826, tolerance: 2469.496581244019 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14395.496768156067, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26673.838860443793, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35881.91865757853, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15166.101164395921, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49800.952033124864, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137021.72570267646, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68254.00856338954, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 71921.40128450235, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45042.33891315106, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30067.1048539225, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19800.030117320828, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13148.470731542446, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8034.415789006744, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3763.1003683074377, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3172.2395779211074, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7928.009275700897, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5961.981282480061, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6404.705073513091, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5143.246101919562, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5185.147111455444, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9108.648957619444, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28071.781958634034, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106503.62864256417, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 817949.6238179291, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 888547.8916390501, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 853803.0993707904, tolerance: 2516.691601818182 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19758.472882525064, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6772.099287755787, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9998.976679883897, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34338.928214386106, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22608.667903752998, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85953.23539793771, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 102791.56161627965, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77357.96088412823, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46280.9992934796, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51721.33299279399, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52234.97885970026, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42754.88318048231, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30143.291318048257, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24416.27323419694, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21395.379727853928, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34879.9494348201, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40182.59327761922, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34506.00864171842, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29171.237213584594, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24041.497636619955, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50415.544418211095, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129629.61842264934, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 221636.436833926, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 887961.7902755288, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1006406.9425238302, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 973599.3329124532, tolerance: 2482.798773066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18234.39102622494, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18185.992000469938, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37044.26655072812, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67882.33021803806, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16286.641418820247, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58389.49289439153, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33835.47170583159, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32092.572263408918, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25803.411319545936, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19440.170076634735, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13140.384265227243, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10744.774925696664, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8504.527838137932, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7243.855897386558, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4439.498575169593, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11370.024171482306, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14604.223345795646, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14343.86834272556, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12436.123570278753, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10777.406529420055, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23659.95707070874, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127703.83132057218, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 246936.7898566299, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 809300.220680744, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 910604.2235978051, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 870661.3475687373, tolerance: 2431.082176095238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3855.952348592691, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16220.596475373022, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23123.939340902492, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12446.182711894158, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15693.210723091848, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78257.99443148915, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42460.49895929545, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36911.13430389669, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29111.90369994566, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27953.384924235288, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25279.730652315076, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10061.364431224763, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3952.6895482833497, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2962.3229167032987, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2417.22436695965, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3324.7918652053922, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10510.752088517882, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59939.79195511527, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174940.94404677092, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 812655.4292722126, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 925766.2076990148, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 893473.9971842683, tolerance: 2363.9454219238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13274.272256441414, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20078.003485685214, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28726.60495954007, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35614.19072029786, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 140801.88239603862, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 103322.01555179805, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84930.64975900296, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70467.65498733055, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84288.99138107616, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76342.60209046537, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38202.816839157604, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25046.42638370488, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32292.30056479387, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21418.261926341802, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15063.282443816774, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20102.660349766724, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16615.455734571442, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17122.887756831944, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16976.150605567265, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34935.39232849702, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 82759.73316176981, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130367.59041741118, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 865916.1356514273, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 960429.3141145832, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 923565.4366565921, tolerance: 2505.613759828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13042.488093100488, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20783.859635921195, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8265.62525488343, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21538.20922302082, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74285.11494657956, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49805.4992860225, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47450.186299315654, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51788.53253267147, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43985.739382560365, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36476.692217197735, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29728.899069298524, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22000.10622292757, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20398.651788252406, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19322.667755309492, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17689.796371950768, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16722.373241144232, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13587.943345574662, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12185.161903472152, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11589.084095736966, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29170.27977468213, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 108221.96083805943, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 248699.35480448697, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 863094.3748459076, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 955943.716961311, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 923654.8434368586, tolerance: 2456.5069063809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62809.85771456547, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 108266.17814583704, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94647.54750452144, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65197.529153156094, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 114747.6662481958, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76385.72975314036, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34091.889968819916, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23603.774021265097, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15666.757010366768, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7598.382528415415, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11955.789862908889, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12669.7248706026, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9412.19301227713, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8704.34768898692, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14241.555415681563, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21129.376409106422, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23248.80655410327, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20570.047005946748, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18594.711739700288, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29253.846508919727, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 104728.16382580157, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 267816.8237967319, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 859446.150650589, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 975338.5730960981, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 948003.5880000897, tolerance: 2439.5405304952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18776.074365912005, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19945.398286746815, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6751.785200243816, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12529.051067727618, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23652.335354642943, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76155.9812739212, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37390.05703194626, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78744.8892142903, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55519.22158149257, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42898.097757646814, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32719.46871205792, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22102.53504742449, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13971.595619147643, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8029.4481881298125, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5414.922186627053, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10618.851534483954, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5392.931191672105, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3284.273828582838, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2860.6901465263218, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3542.08006017562, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17727.886320528574, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 110173.82859533583, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 232439.16776336962, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 771521.907898182, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 900555.2190098108, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 863800.8394239456, tolerance: 2575.7292186142854 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.365e+05, tolerance: 2.760e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14256.345758593641, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26059.360513996333, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24945.53660115134, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11595.69316177629, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21371.799507061485, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67140.3858900289, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65470.57762628328, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 69967.82548851054, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59262.08033215441, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42588.87054491695, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40569.655427292455, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29626.000156464987, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14017.251721154898, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11173.658562248107, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10577.781695570797, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15964.431784949265, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15589.716020062566, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12235.481049856637, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10054.9075537147, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8654.244118243922, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23669.761805973016, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 83293.28790260991, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 108176.20556069002, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 940381.0007284603, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1011096.3261197663, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 983315.3939691372, tolerance: 2679.007501559809 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10063.723810786381, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22799.46768018976, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31040.415450255387, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15293.665282039437, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27304.44642904587, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60043.57403602544, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62617.42944705021, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41277.00596836768, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48985.8221577974, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34872.87300669402, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24996.362069698982, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12128.584440357983, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10281.074473281391, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4146.286000380758, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5967.310392564628, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20173.524094321765, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21683.836816862226, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16208.937573636882, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12954.54890453443, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11166.582108038478, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28185.673126885667, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77871.21585643571, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 207827.53946224367, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 925512.0255979034, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 991567.2571330082, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 956209.6531601796, tolerance: 2548.6245343444975 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15065.6314260941, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7739.586914404295, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25494.318276024424, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20185.326547800563, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27308.83297449164, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 78670.71352052223, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49783.30392051581, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44792.34261565842, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37119.91820252454, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31575.432954497635, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28223.150154625997, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24533.65659350436, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20687.115751953796, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6494.644964961801, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4470.66231026873, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7101.02728867298, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6451.388085813262, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6259.024353477173, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5525.345905722119, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8409.71004466014, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36530.29316506814, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118630.6246178085, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 220379.52602039487, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 870561.6389469309, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1026284.3447666945, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 988768.6534949555, tolerance: 2554.4124978755985 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15180.75558648631, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17177.18484604545, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53741.62882082071, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13654.787234911695, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17288.735177175142, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 88816.78244628944, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65382.4978657593, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60437.928582323715, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46687.4052080214, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35499.993590826634, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8476.002798825502, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5930.316118261777, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4232.62451786641, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5113.921874946915, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4568.7676619044505, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10193.201831011567, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9197.360937155783, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7601.794082318898, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7925.9847741303965, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8009.60160234198, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34345.8584609176, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124526.02275185473, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 209772.52718601003, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1073210.4810508203, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1082077.1108792052, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1019987.9576130337, tolerance: 2588.721707828572 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6663.136861865409, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22793.80177709274, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45959.30150804855, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45536.37361023808, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35946.5385654401, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73670.99340901757, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47136.34989979956, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54451.0483825705, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58216.515844046604, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46736.5912664365, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15921.491095772013, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15259.296518316492, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11802.685968505219, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7822.833136759698, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7260.181368530728, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15288.527693510056, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14078.423808218446, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10587.41507801693, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10064.897578551434, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9548.802794263698, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64633.695060387254, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 170956.6380747594, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 294335.51106045744, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 954831.7341973169, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 977603.4800276114, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 927358.6166849361, tolerance: 2535.664828266667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12143.57350909058, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30990.52469755523, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77424.93195140548, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50687.0034143189, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50372.32269116957, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30491.8901170576, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30488.078270195052, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13831.853220663499, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10574.707425561734, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7336.638693328947, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3349.4081263449043, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4375.820125545375, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3546.077784103807, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10120.703427357133, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25464.216123695485, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106903.28046005312, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1012789.7360681838, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1060835.6444215341, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1022414.5378882287, tolerance: 2473.7628859809524 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23227.05750770308, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19643.9875348527, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17585.063947599847, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20808.00672775181, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21551.884072739165, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 103226.81042245496, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 83147.37535930239, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53787.895510639995, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76111.09611097164, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52806.27784214541, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32609.869175638072, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19029.39687902946, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16888.1188714006, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11062.830943721347, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9796.114501611795, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18493.313981642947, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35718.60121187661, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44758.95110483654, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50195.03475321457, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51548.11978905508, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 137105.18242480094, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 272210.11273914156, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 364968.00265315245, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1065832.8875664654, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1123542.132850382, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1088854.9355743139, tolerance: 2609.147533066667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34388.274017067626, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15648.445569253061, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76291.49394184258, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44600.4818348987, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84620.89600569429, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53459.380730697885, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45342.23343184311, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19590.231176020578, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20757.214529809542, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15376.5712380982, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11232.736834834795, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7807.598733496852, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7831.455778529402, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8908.406753598712, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19222.774990993552, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18689.63767555449, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21089.534549636766, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18226.346525433473, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14885.497644728981, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34344.945063317195, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 102072.19665656332, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 250355.99278947618, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1035105.0241914971, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1045760.2652282794, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1004987.9076695135, tolerance: 2570.1779551238096 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20220.475616818294, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15484.963194246404, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 105947.791338393, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 99365.7723448379, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43848.59359698836, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49912.05192596279, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41422.74762114044, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35671.060111076105, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28020.10960821435, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40603.54989364464, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31840.468398303725, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16047.033451228868, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11455.770989062265, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5335.92489355756, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5167.724952667952, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19233.9598124912, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20695.56067034416, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16689.052023565397, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15472.615183768794, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14271.336483997293, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42627.137438613456, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 102844.8227908737, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 211759.54117099894, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 965025.2501456984, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1060345.4453860587, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1027590.1991848239, tolerance: 2545.0169947809527 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22095.552534831688, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24480.231948086992, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8892.166464281734, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21403.174427984282, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40881.18808856374, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117581.38904455397, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 60861.54874517489, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29690.99808510393, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25248.117308014538, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17754.7553892578, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10469.510210918263, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6701.1057546562515, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4455.053432264365, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4184.201157855801, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4239.189113040455, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10677.411113119684, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10009.691420047544, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6934.560911318287, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8555.991922907531, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8805.713206761517, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26786.525856382214, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 117824.97377214814, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 294460.0743988026, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 959526.072901964, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1053258.9573839833, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1021323.9284308485, tolerance: 2681.189784195238 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 2.866e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28062.261627096683, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16297.530773656443, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27437.432081758976, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18270.19293042505, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25538.16959452536, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95107.818295056, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56200.6699743988, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 66128.57107939757, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63085.58390839677, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47589.70681358548, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35053.89395133313, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24428.21758215595, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16594.508933296427, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11866.850283349864, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10766.40164916683, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12524.133110224735, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13849.762679281645, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13472.586120855063, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12095.4088165164, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12477.30226611672, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30659.28452473972, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 81385.95580153447, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190979.63015096262, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 847933.7865697786, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 987225.7218833107, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 954513.2915855272, tolerance: 2489.708670095239 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19932.99969350733, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31770.91967529338, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5411.253527983557, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12583.188292210922, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18573.47914007213, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 101783.68038632348, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 143060.72949853027, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106362.06505263876, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84157.34910707502, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 57445.11841234006, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37810.00995721016, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22971.957743941806, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13924.138480211608, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8641.717930254526, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7636.9890377535485, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13620.639794054441, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19764.805286648683, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16076.17721925024, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14593.251210532151, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13929.090725113638, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44786.77463666117, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124416.32524025813, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 195122.72265090002, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 715654.9687707555, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 763618.1900704061, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 722461.4740537364, tolerance: 2362.4897141952383 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13664.08678842336, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18376.344650210813, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41093.38773030136, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22897.41853845585, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22774.867405144498, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64097.55811285181, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27548.240600680467, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24691.387736355886, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24259.399259835947, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27349.336486902554, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23102.99040217139, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21476.411731294822, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20185.675986613613, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19287.33034048509, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18894.31101051951, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24540.716400437057, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25970.29349916149, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23494.302740769926, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19763.006720260717, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18490.034270157106, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41441.967575321905, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 139913.23129444662, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 227047.04385583708, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 905987.2644226293, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 978589.151436047, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 931035.6837720698, tolerance: 2419.4156847666673 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9729.41836036276, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34178.07823883183, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10315.923522206489, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56949.243030034006, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31049.766811647452, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 127407.09309210442, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44659.18464810774, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35091.5261846371, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25090.59330941923, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13892.973880597856, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12204.678732078522, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8109.0504133398645, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6131.037547651678, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5183.791603937745, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4329.942811700981, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6017.476678344421, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11793.198282096535, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12750.277006777003, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9648.793878701515, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10503.915518214926, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37577.59932148177, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116779.97292060591, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 190866.08077726513, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 901597.0578514286, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 916998.3871189174, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 860247.0818164994, tolerance: 2389.9133321142863 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11768.477904167958, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13625.451653900556, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27473.568238445558, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37973.756272404455, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22419.385410102084, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 140369.1652060938, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70373.0182228093, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31294.30668707611, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30430.281986568123, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20322.458127484657, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16772.260960518848, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13647.912460071035, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12325.288121013902, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10151.080673597753, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10078.237012725323, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11043.203585289419, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14305.646678215358, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9123.84703918267, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8610.012191420887, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7415.382432162296, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20104.220465968363, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97184.40482195746, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 171116.82489576307, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 876776.8725358157, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 955214.1486406088, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 912263.141742638, tolerance: 2494.407248691944 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15483.292126226239, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20635.1899476815, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64046.12183920015, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 89746.43568254448, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50460.63521413598, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40925.4433169812, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19709.65899982862, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16813.510585745797, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20655.57491927594, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13517.417380604893, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10642.632396216504, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7389.708047531545, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4554.604554111138, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3683.116914516315, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3523.4520347714424, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6229.691411382519, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9999.04249111982, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9667.97766220104, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9705.967445787042, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11178.901838516816, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48147.426105926745, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142835.70865336573, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 253436.49396473938, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 858619.3441029369, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 877515.5452420579, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 832724.0918936544, tolerance: 2280.1582345876786 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8086.060749890283, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40551.69122449495, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23410.261256472208, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 96968.0412433967, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85822.96696837107, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106988.691346379, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63291.47349548247, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48993.45978033589, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42077.22254412202, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37541.61823361367, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31549.721494587604, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23350.34186467249, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16125.633602862712, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10943.81468145363, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8799.068569590338, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22394.08206411032, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20181.031071502715, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14531.874075719155, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12865.603230614215, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5863.27589419717, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 98559.99142904766, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 312825.94472017465, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 426581.8143636035, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 912523.9019983581, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 936959.509836463, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 906858.6222986445, tolerance: 2422.6580778862567 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15070.760183406994, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39686.54332639091, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11453.185879298486, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27103.909330833703, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26795.898563689552, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32239.123760162853, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58349.56114361994, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55139.26266394975, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28548.201123429462, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24065.11652868986, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19944.33164579328, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15769.021852243692, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12784.54703527037, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14145.079581399914, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14465.477905742824, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22298.082984006964, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25656.040733474307, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22802.94071373809, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21114.893192862626, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20171.546643545385, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75415.70473431749, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 186553.3867365704, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 280743.03495792416, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 824846.320391561, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 848818.5767612593, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 799894.5147859915, tolerance: 2372.228370521328 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63658.277023924515, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3899.8082174165174, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9218.415251083672, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27245.888802122325, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33608.24057137407, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 91765.55772278365, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79121.89864905365, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35230.01556055248, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50484.75272808503, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67731.39741303958, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65735.63400694821, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5905.920755120926, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2373.894628331065, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5783.72813549405, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6369.335782316513, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23018.790362816304, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15416.033138769213, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6548.246613011695, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4565.735994754359, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5351.122023408301, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17183.76959801605, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 94967.36179737234, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 165394.32003318844, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 830798.0053771366, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 930703.2583002562, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 886269.7635035235, tolerance: 2356.3237645213276 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10960.662391746417, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19132.11769552622, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24399.395041256677, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58346.59349848004, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54624.7076900932, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 88025.62066820916, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73503.72337195836, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45211.67839320842, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41018.76282898104, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31764.552655593492, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25555.608726660255, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24453.84009561874, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26869.522640122566, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19735.673706565984, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16440.48466281686, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18582.402746576816, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20662.215151762124, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23223.381806135178, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22760.24878735002, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13333.999396939762, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46475.39853591565, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 123172.20646674046, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 174445.45652642427, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 858076.4214836851, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 899193.9040154403, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 857598.7222962944, tolerance: 2492.514574739337 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.280e+04, tolerance: 2.677e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7485.974001029506, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28038.95821817778, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27862.611595889553, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31035.848691950552, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56866.69941728795, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67195.0191838746, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72288.82241459936, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56483.131507182494, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51551.51635055244, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14125.124392724596, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5282.419744047336, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3011.975875019096, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8048.869691286236, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7376.724343688227, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11850.4198342897, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12817.705979248043, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13232.447678661905, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50113.21679593483, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 233293.5834261314, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 381338.7908464498, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1023815.4494768155, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1052842.0145029482, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1017506.2967445105, tolerance: 2482.8786336952385 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17539.1112056328, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10887.218859401532, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29783.696299240924, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48847.31292849127, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41568.323818317614, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61712.636236499064, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 46762.81449531112, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9173.203787686303, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9988.344739091117, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3890.5535125648603, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4022.3325243722647, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4451.089793553576, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6484.944070596248, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4701.79314225167, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4953.64011324849, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5495.197181320749, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5086.862439415883, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44868.65711982548, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 205872.04999821447, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 344892.72129420633, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 943888.2047424824, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1004009.5605411525, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 951132.5639576397, tolerance: 2357.8062725952386 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20024.49489225354, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25552.441414300352, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62228.39093341306, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76536.8333202349, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50954.06050126953, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 93462.03609050112, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 85585.87140879594, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45924.39211176336, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50270.18559005577, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55693.64891371271, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27224.82029520441, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12613.739352470264, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5338.177951578982, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4848.5771773681045, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3862.792840367183, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12550.528572290204, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10499.807108040899, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5715.833536050282, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5268.051021839026, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5464.133148821536, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32127.97817791812, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116143.16566493921, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 306777.7394425832, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1069169.157865045, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1140267.9398868883, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1094825.9633737663, tolerance: 2413.448361566667 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16401.027759843506, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9268.575666589662, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14144.443145504221, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52957.55982815381, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52935.62370589841, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 200126.9825239107, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 130759.98337060492, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 75787.90137298172, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25234.801933584735, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15910.150441891514, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12009.199926577508, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9663.247513409704, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6934.3512013703585, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7908.145195251331, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9692.166367138736, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23513.539268595167, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29708.721032548696, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28198.425589498598, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24286.96383762732, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21326.57609862555, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30224.787752240896, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119824.28868628945, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234478.54674994526, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1017968.3025651302, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1082146.7455403665, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1038268.543320935, tolerance: 2386.0969821142867 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22650.856597797945, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30203.05787035823, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48828.622013428714, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68952.46000833996, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87390.48010043614, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 63569.31849427894, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51339.055804379284, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18032.3278572876, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8986.086346507072, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7912.809401010629, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5594.352930828929, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4049.1263524135575, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5361.894577765372, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7374.305819639005, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7082.813464509323, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6403.721514784731, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7257.6089462633245, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10612.474525171332, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11438.846745997202, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48704.924116607755, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 115861.41932315659, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 411806.35700788884, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1054982.239189806, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1093336.9510243319, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1048089.8577200001, tolerance: 2484.8016213175356 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35699.05938123539, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21987.37757189013, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53382.836577709764, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62719.88675672747, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 82644.1387639828, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56219.231738055125, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87982.00543096755, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 62231.3354575946, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 45668.87095330376, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37698.77924342174, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24418.058332612738, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14191.27992398385, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8477.486201934516, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6312.0430745454505, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4772.821986913681, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19341.158018171787, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15657.997506449465, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13676.286580951419, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13726.94021401368, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11100.987615415826, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33749.83461425826, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 92365.95231248112, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 256149.79946256615, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 922362.5101621978, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 933658.2165324888, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 891823.3443134682, tolerance: 2379.931902947868 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3019.046825828962, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16614.682071538642, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41085.37380592059, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 67641.2646846138, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 106465.34601438604, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 144405.41098550148, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 146418.58964716317, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 101487.98315961845, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35113.757999293506, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16514.705460652243, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9754.700748451054, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6019.606728413142, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3550.9653687579557, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2911.693916927092, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 2442.9030547821894, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7390.307846728712, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5494.565317736007, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5705.277815707494, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5045.481649903581, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5286.179016032256, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33738.40134906303, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 101696.79230211442, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 289880.29575340915, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1007870.7154243665, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1054469.7323248785, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 999981.5659803705, tolerance: 2322.5959129383896 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14744.50834688358, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27422.82277041953, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14998.630215049721, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52755.90160498116, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87441.43142119702, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84909.0357385613, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97897.91382576711, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30977.214428552892, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30640.349621695932, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36027.76354881143, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31829.293028925546, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27579.596702490002, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22751.7472507935, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21998.54411925655, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22641.302479179576, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36206.7064536768, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38173.86551907752, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12236.102119575255, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9962.978907967918, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7922.8557372046635, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33577.12369836867, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 138316.92963764071, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 178191.085941758, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 966797.7563484889, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1049904.6648200257, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1001888.4773618614, tolerance: 2360.4607676208534 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34063.071205502376, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14257.165398299694, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48259.238882393576, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42833.25297589414, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28437.82349059917, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 103790.60690960847, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19570.50379949296, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9847.315266549587, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14562.335644826293, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13519.71650355123, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6963.503050948959, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4121.64360533189, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3049.1341963815503, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4876.06985444203, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20920.89994168654, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31944.78318798635, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31260.214990720153, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25412.683824418113, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9546.96411026083, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22603.335632867645, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 87898.97950039199, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 234399.38856499433, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 963733.8800348798, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1090515.8219313463, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1062510.4052604153, tolerance: 2349.922430625593 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20522.11365198996, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28530.405068936292, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37432.49295413867, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 84153.93405517377, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51905.343016662635, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51029.78010779247, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40796.61986830365, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48933.51019218704, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43852.87772500329, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 40990.91773461271, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37271.89876223588, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 36146.15744354017, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 34647.75908823311, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39281.645880217664, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11588.933929096907, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9888.502682041377, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9359.800051749684, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9013.565430700779, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27934.552876299247, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80041.85767095769, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 308750.79228701396, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1003629.7227920885, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1071864.4009618848, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 1022089.1723840503, tolerance: 2486.1254757819916 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.211e+05, tolerance: 2.670e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 54198.25724431407, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15106.653460864909, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77550.19239482703, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 80250.39855546504, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 104301.75590631738, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 145213.34013621137, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 73249.53122302564, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44588.96012192452, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35442.60670302808, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28664.271115291864, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27462.335666402243, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25179.094729617704, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23329.10012585437, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22519.881215992384, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21053.20275337249, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30163.101358320564, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29084.600731201936, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24882.705467303284, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22922.43742102664, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22127.734629934654, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50446.70481713023, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 124549.7994472466, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 235689.29409795627, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 841594.160280946, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 985949.1594690131, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 955520.2423737443, tolerance: 2536.1836112571427 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31736.86929389462, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35311.50929213222, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12310.811211731285, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72896.31070101168, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 95308.05166009255, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 163829.58875975758, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 119075.42067460436, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74797.4956004424, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35479.237017321866, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30681.6069096867, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25647.803846133873, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19597.1083094934, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14073.325458804611, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5278.1095999972895, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6997.123006022535, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16879.340986071154, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15503.452826054301, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11651.02920076996, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8658.565631788224, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7513.198278040625, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 24683.04367317166, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 70292.47460243385, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 158103.54409999913, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 805192.2881566313, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 844129.0340067002, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 801405.9103775932, tolerance: 2413.486076957143 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19035.279214335606, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25250.676139092073, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 114714.38318883348, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68794.47393199615, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31850.495787580498, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 77018.27032102691, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 55199.60206690431, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44763.44148506783, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23286.764343732037, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26528.382760864682, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21251.027834485285, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 18532.17380406987, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15595.322722163051, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16153.035038992297, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15650.031362422742, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22497.090343102347, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23058.92255409714, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21016.160179865547, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20835.667760657147, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20367.900840667542, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47894.0091605084, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 177239.22018790292, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 253024.0716414866, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 870050.7949430796, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 968054.724352307, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 938695.6739520383, tolerance: 2467.70777842381 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20298.387234090827, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 16726.31165686436, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50045.87864447851, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79579.3574449555, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 69368.72517763684, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129138.79710436705, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 120990.78914613277, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 64564.80955798179, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38987.03953969199, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25769.50431379769, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22985.190128651913, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20482.17717439402, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4645.968838193454, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3715.1339391060174, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 4958.510413782671, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9547.022739292122, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11471.850781964604, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11455.930818924215, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11076.690372112207, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10985.0813482441, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21335.35093582794, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50602.22429951141, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 225050.47092200932, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 824457.6765145191, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 917452.9730041928, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 878605.1250993274, tolerance: 2442.7360696952387 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14174.440128652379, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5792.005966112949, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49804.962889071554, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97579.41343473364, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 118160.27199292276, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68334.4305069372, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 59938.94312302023, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48589.2688580174, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43544.258316593245, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 39539.824011500925, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28635.01011116989, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20744.760045593604, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14179.867895958945, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11762.23403577786, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10540.182978535537, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23607.219769393094, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26158.758536674548, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20766.706128824968, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13677.981181115843, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9577.299193328712, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 33920.658389288, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 114247.92871963233, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 221634.05445095315, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 837520.2399543866, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 955566.2038077211, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 924849.7210115138, tolerance: 2540.0677196208535 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 68946.51186550781, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31537.877359235194, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22937.088023355696, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 35954.84803747106, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 72474.12281756196, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 198819.90739275934, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 129266.34293128457, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 47514.8321426576, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15156.82786720898, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12795.966159254313, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5073.155135846697, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3581.5745421126485, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3536.748598043807, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3233.8541556242853, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 3061.650766363833, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9017.021496450529, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9552.297040782403, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10557.113047873601, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12634.128285130486, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 14194.067502125632, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 37463.39632092649, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 142306.71058194153, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 241679.55115743983, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 792111.3394209254, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 853429.3257384447, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 807016.0028237114, tolerance: 2434.7147920379152 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28632.816424919292, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44070.76960445847, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42779.04871094134, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 76402.71804330591, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 79283.15705608996, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128548.41697527189, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44051.672981500626, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 26092.067251021042, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25992.22022849787, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 29741.260760420933, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19034.18545718165, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11559.808635729365, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10349.564519777894, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7236.069228224922, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8824.399664609227, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19552.895446890034, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21614.5835837489, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20961.103645307943, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20837.535823853686, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 22491.907767098397, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51109.876950698905, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 128296.27053738013, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 223742.9649499245, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 906942.7916886397, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 963713.1469489317, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 920955.5551773211, tolerance: 2377.132005611375 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 23779.86275228113, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12158.887228950858, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43400.03168408945, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 97345.16826655157, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 74434.25940159895, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41721.18641246203, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42207.86796714226, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48441.838546626735, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58861.49069748074, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 65180.53980900906, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 28256.73846761789, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15520.42856123345, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 8944.428672604263, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7027.523329809308, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6850.485404926352, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 19007.648374492303, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 17890.075005108956, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12345.153263193555, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10329.913876620587, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 9798.63116108533, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44193.80288688792, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116920.8826021934, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 224797.6783507238, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 842074.6599924106, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 889196.7505821418, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 852524.1494782482, tolerance: 2428.189270672986 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15340.516973642632, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11014.691603982821, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 58228.859970818274, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 125568.89169777744, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 42771.80155764893, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 108589.06482078973, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 116151.51499144314, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 41507.897611320484, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 53533.513038132805, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 52935.27654900588, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 44414.50403154455, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 38575.7302571577, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32406.47398302704, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 30252.200896273367, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 5831.2012080438435, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12369.581120156683, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 10451.419725450687, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 7015.362489667721, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6218.679943745956, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 6058.642682025209, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20489.644953714684, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 50170.35553154815, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 164920.82509799628, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 861009.4997494272, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 960938.0253110302, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 929620.8229397534, tolerance: 2376.7556634597163 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12911.371691118926, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 27786.25705259107, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 48042.824729547836, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 51376.60615208931, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 32211.20254844241, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 86038.74761212897, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 61335.06688312162, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 56107.070199585054, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 49306.92301786924, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 31217.885192408692, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 15001.447432210203, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 13307.690449941903, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 11331.663746444508, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12757.76783335954, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 12813.269941807725, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21375.952114040963, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 25079.591969392262, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20966.459544914775, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 21097.371866829693, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 20588.974611610174, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 43218.56147771701, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 149061.67521516467, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 273853.6584808044, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 933413.1435835962, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 977069.0065933847, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:634: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations. Duality gap: 935896.5640395653, tolerance: 2500.071045317536 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.350e+05, tolerance: 2.724e+03
Grau: 3, Features: 680
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.422e+03, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.356e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.732e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.400e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.106e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.500e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.120e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.559e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.317e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.073e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.021e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.809e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.462e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.202e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.682e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.985e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.998e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.581e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.293e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.993e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.431e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.463e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.567e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.015e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.705e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.956e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.856e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.470e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.985e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.408e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.738e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.565e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.682e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.406e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.178e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.148e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.417e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.728e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.992e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.725e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.947e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.794e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.943e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.424e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.088e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.831e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.505e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.923e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.534e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.396e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.514e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.510e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.839e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.772e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.477e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.862e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.287e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.301e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.204e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.856e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.613e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.208e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.298e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.553e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.408e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.651e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.311e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.947e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.213e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.715e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.342e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.844e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.183e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.118e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.946e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.272e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.057e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.009e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.121e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.262e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.936e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.127e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.862e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.659e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.330e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.052e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.448e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.077e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.608e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.065e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.681e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.885e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.680e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.838e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.953e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.869e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.501e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.096e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.634e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.274e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.376e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.132e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.150e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.652e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.964e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.665e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.068e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.986e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.714e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.537e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.101e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.521e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.618e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.686e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.937e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.825e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.241e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.331e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.549e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.434e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.513e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.223e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.490e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.663e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.538e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.666e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.454e+03, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.994e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.115e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.294e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.691e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.889e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.338e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.322e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.184e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.775e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.622e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.966e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.155e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.340e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.059e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.949e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.515e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.056e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.545e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.870e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.037e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.126e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.078e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.112e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.377e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.693e+03, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.365e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.827e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.108e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.036e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.958e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.259e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.873e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.690e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.213e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.733e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.080e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.561e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.678e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.557e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.338e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.566e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.588e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.615e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.979e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.498e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.173e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.226e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.024e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.961e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.031e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.043e+03, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.827e+03, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.405e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.343e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.715e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.985e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.144e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.583e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.186e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.283e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.534e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.646e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.625e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.987e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.779e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.832e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.822e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.591e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.452e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.536e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.143e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.776e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.047e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.875e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.616e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.702e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.552e+03, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.492e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.461e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.408e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.997e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.821e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.600e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.970e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.704e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.276e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.154e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.031e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.814e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.465e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.292e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.955e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.254e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.683e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.049e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.029e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.141e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.175e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.761e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.707e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.054e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.210e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.245e+03, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.343e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.231e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.573e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.046e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.732e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.407e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.710e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.438e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.239e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.004e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.770e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.336e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.643e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.530e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.301e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.953e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.729e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.674e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.765e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.098e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.104e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.868e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.089e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.338e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.636e+05, tolerance: 3.427e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.900e+03, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.274e+03, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.829e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.038e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.028e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.784e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.022e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.195e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.014e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.052e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.827e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.319e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.451e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.487e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.590e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.914e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.958e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.757e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.524e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.514e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.454e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.155e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.881e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.129e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.001e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.234e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.538e+03, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.733e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.548e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.908e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.847e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.414e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.359e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.011e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.205e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.099e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.700e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.586e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.882e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.863e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.434e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.948e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.682e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.718e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.297e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.857e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.488e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.454e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.887e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.356e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.978e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.200e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.523e+03, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.326e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.050e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.153e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.207e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.032e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.829e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.584e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.508e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.786e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.345e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.614e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.837e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.659e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.838e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.056e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.968e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.474e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.183e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.113e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.060e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.443e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.881e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.584e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.207e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.410e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.201e+03, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.496e+03, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.618e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.160e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.473e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.861e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.017e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.470e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.108e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.080e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.187e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.083e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.352e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.324e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.911e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.422e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.430e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.244e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.805e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.573e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.359e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.125e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.383e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.320e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.237e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.405e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.270e+03, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.625e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.087e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.171e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.055e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.590e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.843e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.502e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.601e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.084e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.044e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.509e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.110e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.274e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.250e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.698e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.610e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.361e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.400e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.582e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.534e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.378e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.119e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.792e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.993e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.314e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.583e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.674e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.188e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.113e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.820e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.675e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.117e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.810e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.846e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.312e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.377e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.557e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.250e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.138e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.128e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.172e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.195e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.095e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.079e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.415e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.624e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.846e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.002e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.825e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.033e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.853e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.714e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.627e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.382e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.906e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.518e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.168e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.927e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.751e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.208e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.911e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.033e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.764e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.156e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.801e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.414e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.065e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.335e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.199e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.915e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.448e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.762e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.116e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.399e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.622e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.485e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.071e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.676e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.705e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.932e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.056e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.496e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.044e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.150e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.028e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.120e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.863e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.814e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.349e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.365e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.831e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.368e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.027e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.650e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.287e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.501e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.658e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.928e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.180e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.510e+03, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.118e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.890e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.241e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.367e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.219e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.808e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.635e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.653e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.117e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.159e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.212e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.655e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.230e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.476e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.512e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.534e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.574e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.418e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.658e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.923e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.943e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.458e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.533e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.822e+03, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.674e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.457e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.376e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.144e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.482e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.965e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.368e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.036e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.798e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.014e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.128e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.696e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.232e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.464e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.053e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.894e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.696e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.327e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.961e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.031e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.964e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.941e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.008e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.263e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.232e+05, tolerance: 2.760e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.510e+03, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.544e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.792e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.232e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.112e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.121e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.301e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.310e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.278e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.068e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.988e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.238e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.480e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.159e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.548e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.010e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.993e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.521e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.012e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.867e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.112e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.187e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.378e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.273e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.513e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.846e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.172e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.177e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.688e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.656e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.196e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.584e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.548e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.372e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.209e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.004e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.830e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.519e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.575e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.268e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.168e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.241e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.507e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.915e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.083e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.187e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.384e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.351e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.857e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.081e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.233e+03, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.224e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.092e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.207e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.137e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.098e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.713e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.015e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.074e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.067e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.415e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.712e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.790e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.424e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.013e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.766e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.702e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.507e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.516e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.540e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.183e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.198e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.259e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.426e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.797e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.630e+03, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.624e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.851e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.265e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.381e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.146e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.038e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.111e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.188e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.826e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.719e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.250e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.906e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.523e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.711e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.881e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.003e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.831e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.343e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.944e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.783e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.659e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.179e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.502e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.872e+03, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.631e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.039e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.992e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.389e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.034e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.778e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.040e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.087e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.071e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.870e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.244e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.339e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.496e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.736e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.182e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.089e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.680e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.994e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.390e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.914e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.449e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.321e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.934e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.179e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.421e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.455e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.293e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.054e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.719e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.523e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.164e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.284e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.129e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.603e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.285e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.544e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.252e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.033e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.024e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.376e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.377e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.594e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.779e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.352e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.185e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.033e+05, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.922e+05, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.331e+05, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.065e+05, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.353e+05, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.155e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.608e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.775e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.795e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.594e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.308e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.107e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.935e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.344e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.061e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.583e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.271e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.738e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.295e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.012e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.320e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.733e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.726e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.661e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.374e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.994e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.249e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.057e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.639e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.632e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.812e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.265e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.208e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.845e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.690e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.390e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.316e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.871e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.003e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.825e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.284e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.496e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.840e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.853e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.652e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.188e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.349e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.276e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.439e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.691e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.280e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.130e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.526e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.300e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.711e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.043e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.306e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.683e+03, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.369e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.945e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.949e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.783e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.957e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.508e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.816e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.789e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.478e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.068e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.501e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.247e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.908e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.533e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.450e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.005e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.728e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.554e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.556e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.267e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.209e+05, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.489e+05, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.688e+05, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.994e+05, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.801e+03, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.588e+03, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.831e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.837e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.812e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.639e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.635e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.467e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.320e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.581e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.751e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.647e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.159e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.617e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.182e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.375e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.308e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.844e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.587e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.911e+03, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.359e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.190e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.106e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.445e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.277e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.534e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.170e+04, tolerance: 2.866e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.696e+03, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.078e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.852e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.968e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.186e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.137e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.015e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.340e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.114e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.855e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.450e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.803e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.917e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.328e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.451e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.787e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.129e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.101e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.858e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.725e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.695e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.339e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.508e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.864e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.854e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.995e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.584e+03, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.003e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.495e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.183e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.363e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.152e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.550e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.745e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.117e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.143e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.540e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.334e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.464e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.088e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.245e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.968e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.389e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.318e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.119e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.138e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.737e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.504e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.210e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.656e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.835e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.140e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.037e+03, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.285e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.866e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.502e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.015e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.192e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.153e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.023e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.754e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.163e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.446e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.500e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.478e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.972e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.759e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.298e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.077e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.445e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.949e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.538e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.374e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.228e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.824e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.159e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.710e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.001e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.981e+03, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.382e+03, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.225e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.427e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.839e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.818e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.181e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.624e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.849e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.021e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.692e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.668e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.720e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.269e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.853e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.867e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.691e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.106e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.598e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.314e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.053e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.280e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.444e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.706e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.152e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.512e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.480e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.667e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.154e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.736e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.308e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.215e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.223e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.521e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.261e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.869e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.353e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.710e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.778e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.017e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.461e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.096e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.805e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.304e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.934e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.381e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.280e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.963e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.225e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.758e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.049e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.424e+03, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.195e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.887e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.847e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.382e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.480e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.076e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.626e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.622e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.938e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.344e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.347e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.519e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.206e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.999e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.226e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.815e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.969e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.221e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.787e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.946e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.397e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.242e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.135e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.456e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.663e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.416e+03, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.567e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.247e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.353e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.073e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.719e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.084e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.887e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.738e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.967e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.462e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.978e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.559e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.174e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.400e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.349e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.699e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.791e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.746e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.705e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.127e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.901e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.611e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.832e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.790e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.024e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.349e+03, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.304e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.070e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.893e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.128e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.872e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.436e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.202e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.691e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.284e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.027e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.877e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.322e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.969e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.527e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.915e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.876e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.661e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.595e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.027e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.009e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.418e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.946e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.277e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.560e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.185e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.057e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.402e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.932e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.423e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.015e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.842e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.891e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.510e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.826e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.785e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.711e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.999e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.171e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.081e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.199e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.697e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.379e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.131e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.395e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.834e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.438e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.446e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.950e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.185e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.773e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.887e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.799e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.317e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.992e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.869e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.221e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.253e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.803e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.280e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.861e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.873e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.428e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.653e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.091e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.506e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.742e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.760e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.790e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.855e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.505e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.352e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.379e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.647e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.924e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.487e+04, tolerance: 2.677e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.419e+03, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.960e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.186e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.329e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.136e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.504e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.156e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.524e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.759e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.164e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.480e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.742e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.130e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.702e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.749e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.647e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.354e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.051e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.811e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.305e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.564e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.280e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.483e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.577e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.668e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.770e+03, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.955e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.669e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.636e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.235e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.876e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.522e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.232e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.805e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.624e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.643e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.947e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.100e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.184e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.093e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.610e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.250e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.047e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.976e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.079e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.192e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.435e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.912e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.133e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.930e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.151e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.699e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.544e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.802e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.571e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.356e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.497e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.137e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.439e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.133e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.395e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.433e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.714e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.001e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.605e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.510e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.424e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.558e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.064e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.356e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.956e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.201e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.594e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.654e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.574e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.746e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.123e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.379e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.171e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.831e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.801e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.642e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.644e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.960e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.574e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.606e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.589e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.159e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.101e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.586e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.239e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.107e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.512e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.135e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.980e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.929e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.140e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.119e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.048e+05, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.875e+05, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.494e+05, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.705e+05, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.909e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.140e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.263e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.266e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.061e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.594e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.789e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.295e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.129e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.591e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.077e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.834e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.041e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.646e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.019e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.109e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.689e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.170e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.563e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.795e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.021e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.818e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.467e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.323e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.434e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.584e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.342e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.967e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.988e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.261e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.328e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.638e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.050e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.952e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.363e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.907e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.860e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.727e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.062e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.648e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.315e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.192e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.582e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.027e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.013e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.098e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.990e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.938e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.522e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.694e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.657e+03, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.679e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.732e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.799e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.721e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.037e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.939e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.475e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.161e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.960e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.539e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.312e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.165e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.535e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.967e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.395e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.698e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.051e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.084e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.085e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.995e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.667e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.335e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.048e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.454e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.703e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.203e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.753e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.042e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.953e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.632e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.011e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.641e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.174e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.086e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.541e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.639e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.969e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.974e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.685e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.553e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.058e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.912e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.120e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.920e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.467e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.949e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.557e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.754e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.247e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.186e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.419e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.618e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.905e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.285e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.792e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.711e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.980e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.200e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.866e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.104e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.029e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.403e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.727e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.735e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.608e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.132e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.858e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.465e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.107e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.054e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.928e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.240e+05, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.246e+05, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.949e+05, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.849e+05, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.998e+05, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.068e+03, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.011e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.741e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.270e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.005e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.134e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.666e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.430e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.223e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.028e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.483e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.103e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.829e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.709e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.658e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.231e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.512e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.486e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.457e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.947e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.631e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.299e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.299e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.659e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.475e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.630e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.926e+03, tolerance: 2.670e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.340e+03, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.321e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.767e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.506e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.110e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.817e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.626e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.135e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.679e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.698e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.166e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.241e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.064e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.171e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.199e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.608e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.258e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.518e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.960e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.220e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.289e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.487e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.719e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.925e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.383e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.630e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.371e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.662e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.383e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.920e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.045e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.382e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.264e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.133e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.161e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.829e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.273e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.245e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.751e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.971e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.602e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.245e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.078e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.739e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.593e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.990e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.961e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.623e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.988e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.290e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.338e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.346e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.998e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.472e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.178e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.132e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.767e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.615e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.631e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.867e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.779e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.640e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.054e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.854e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.586e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.431e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.326e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.283e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.908e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.510e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.102e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.248e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.572e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.454e+03, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.450e+03, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.633e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.437e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.761e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.145e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.100e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.380e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.528e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.817e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.580e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.140e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.565e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.044e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.982e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.467e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.433e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.229e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.405e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.968e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.796e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.340e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.755e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.924e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.120e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.512e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.043e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.801e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.677e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.075e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.182e+05, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.787e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.088e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.937e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.060e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.678e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.390e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.592e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.610e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.404e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.434e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.504e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.025e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.191e+03, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.368e+03, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.170e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.271e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.583e+05, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.147e+05, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.418e+05, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.750e+05, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.784e+03, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.049e+03, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.351e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.880e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.478e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.187e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.544e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.688e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.407e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.120e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.303e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.043e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.539e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.330e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.347e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.123e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.806e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.041e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.793e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.121e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.239e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.148e+05, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.144e+05, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.094e+05, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.086e+05, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.409e+05, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.960e+03, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.191e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.336e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.305e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.135e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.701e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.256e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.248e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.534e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.024e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.287e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.128e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.059e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.113e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.079e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.051e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.983e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.805e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.716e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.121e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.159e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.723e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.626e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.655e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.954e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.343e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.152e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.748e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.352e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.073e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.492e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.376e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.027e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.808e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.258e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.607e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.410e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.774e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.691e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.646e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.344e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.115e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.476e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.122e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.832e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.205e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.327e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.389e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.333e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.126e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.396e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.068e+03, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.889e+03, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.001e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.385e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.166e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.554e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.089e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.279e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.970e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.977e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.521e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.932e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.314e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.051e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.548e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.039e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.035e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.449e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.985e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.248e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.916e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.299e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.958e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.161e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.437e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.774e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.309e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.179e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.900e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.768e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.772e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.136e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.096e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.895e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.557e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.155e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.536e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.709e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.080e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.391e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.601e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.323e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.097e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.221e+03, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.382e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.913e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.492e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.920e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.172e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.488e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.462e+05, tolerance: 2.724e+03
Grau: 4, Features: 3060
/Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.432e+03, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.007e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.203e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.403e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.211e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.759e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.821e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.212e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.464e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.753e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.074e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.352e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.248e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.606e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.501e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.590e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.886e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.862e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.860e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.400e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.945e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.489e+04, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.198e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.572e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.771e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.670e+05, tolerance: 3.107e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.040e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.657e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.818e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.902e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.285e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.685e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.443e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.049e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.891e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.622e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.259e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.631e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.322e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.093e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.008e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.915e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.770e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.255e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.231e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.617e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.759e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.498e+04, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.152e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.409e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.119e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.011e+05, tolerance: 3.078e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.219e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.923e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.783e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.749e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.447e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.023e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.188e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.488e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.702e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.461e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.136e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.980e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.657e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.611e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.358e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.035e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.387e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.942e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.900e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.809e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.355e+04, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.378e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.475e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.603e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.156e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.026e+05, tolerance: 3.146e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.405e+03, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.918e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.419e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.823e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.093e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.736e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.085e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.977e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.002e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.067e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.837e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.813e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.114e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.959e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.870e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.189e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.156e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.552e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.975e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.142e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.369e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.854e+04, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.159e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.935e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.018e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.863e+05, tolerance: 3.149e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.224e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.851e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.579e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.263e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.343e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.903e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.368e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.102e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.933e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.165e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.687e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.666e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.387e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.124e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.768e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.089e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.944e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.658e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.608e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.708e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.909e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.317e+04, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.237e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.304e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.223e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.042e+05, tolerance: 3.090e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.145e+03, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.861e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.910e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.436e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.055e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.453e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.741e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.955e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.761e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.538e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.720e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.497e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.425e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.126e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.126e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.945e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.942e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.788e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.806e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.821e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.680e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.555e+04, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.099e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.319e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.868e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.763e+05, tolerance: 3.012e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.123e+03, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.877e+03, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.135e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.366e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.781e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.057e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.778e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.229e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.107e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.867e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.091e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.871e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.611e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.519e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.301e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.572e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.682e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.308e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.171e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.614e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.758e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.146e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.819e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.474e+04, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.762e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.743e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.619e+05, tolerance: 2.979e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.689e+03, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.173e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.406e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.382e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.372e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.663e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.009e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.002e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.712e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.185e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.465e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.626e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.751e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.043e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.681e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.779e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.424e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.897e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.752e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.894e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.268e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.622e+04, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.511e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.720e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.226e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.934e+05, tolerance: 3.119e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.147e+03, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.382e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.939e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.370e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.419e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.863e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.725e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.803e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.431e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.266e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.513e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.449e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.721e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.260e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.453e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.651e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.294e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.465e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.862e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.713e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.934e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.276e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.963e+04, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.554e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.846e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.886e+05, tolerance: 3.051e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.212e+03, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.472e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.563e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.097e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.818e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.814e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.189e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.539e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.344e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.137e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.185e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.691e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.907e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.684e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.952e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.222e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.048e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.899e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.890e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.904e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.531e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.318e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.942e+04, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.184e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.896e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.740e+05, tolerance: 3.103e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.903e+05, tolerance: 3.427e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.163e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.482e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.601e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.207e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.950e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.293e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.069e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.621e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.300e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.513e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.091e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.408e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.913e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.777e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.459e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.271e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.000e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.443e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.474e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.452e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.479e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.666e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.006e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.995e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.561e+05, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.122e+04, tolerance: 2.585e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.172e+03, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.534e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.456e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.241e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.580e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.247e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.491e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.549e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.823e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.602e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.312e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.726e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.197e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.779e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.367e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.558e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.041e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.488e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.160e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.784e+03, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.450e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.697e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.466e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.523e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.455e+05, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.067e+04, tolerance: 2.469e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.402e+03, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.873e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.130e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.498e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.195e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.381e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.167e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.466e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.892e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.249e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.496e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.414e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.006e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.478e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.956e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.472e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.367e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.090e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.780e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.634e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.655e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.989e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.023e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.043e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.518e+05, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.677e+04, tolerance: 2.517e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.225e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.743e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.375e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.252e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.621e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.132e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.755e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.716e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.756e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.663e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.806e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.602e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.385e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.789e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.244e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.032e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.416e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.079e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.869e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.654e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.604e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.900e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.102e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.985e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.613e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.383e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.300e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.293e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.301e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.677e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.696e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.216e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.196e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.268e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.577e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.008e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.532e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.631e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.270e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.536e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.616e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.955e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.058e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.436e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.631e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.328e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.992e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.927e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.250e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.514e+05, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.236e+04, tolerance: 2.431e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.252e+03, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.085e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.285e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.719e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.207e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.830e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.709e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.112e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.447e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.346e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.544e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.223e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.700e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.195e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.342e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.580e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.871e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.477e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.311e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.924e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.880e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.451e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.320e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.605e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.304e+05, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.913e+04, tolerance: 2.364e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.090e+03, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.929e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.106e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.167e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.639e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.190e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.776e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.459e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.384e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.469e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.873e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.570e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.993e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.988e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.443e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.132e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.883e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.315e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.062e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.877e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.838e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.515e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.459e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.153e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.614e+05, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.700e+04, tolerance: 2.506e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.664e+03, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.581e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.933e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.061e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.131e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.088e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.191e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.850e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.037e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.767e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.018e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.253e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.026e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.483e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.043e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.136e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.200e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.159e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.616e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.307e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.349e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.999e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.454e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.374e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.368e+05, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.506e+04, tolerance: 2.457e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.630e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.109e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.060e+03, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.049e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.981e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.158e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.343e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.719e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.159e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.261e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.010e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.884e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.160e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.274e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.033e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.614e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.019e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.193e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.620e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.347e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.794e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.755e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.214e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.036e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.576e+05, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.024e+04, tolerance: 2.440e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.053e+03, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.076e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.603e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.106e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.381e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.000e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.391e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.889e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.864e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.156e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.148e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.329e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.190e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.641e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.446e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.721e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.672e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.154e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.953e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.005e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.479e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.056e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.457e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.253e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.488e+05, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.291e+04, tolerance: 2.576e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.194e+05, tolerance: 2.760e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.914e+03, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.443e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.662e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.104e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.416e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.089e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.685e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.867e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.340e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.077e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.414e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.364e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.914e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.502e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.914e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.872e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.013e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.135e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.263e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.261e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.285e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.175e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.341e+04, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.023e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.991e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.080e+05, tolerance: 2.679e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.533e+03, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.738e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.932e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.495e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.753e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.672e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.132e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.559e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.890e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.166e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.718e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.235e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.674e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.492e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.617e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.902e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.121e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.967e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.605e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.383e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.681e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.111e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.324e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.620e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.384e+05, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.046e+04, tolerance: 2.549e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.041e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.478e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.970e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.795e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.033e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.552e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.555e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.287e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.260e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.764e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.866e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.117e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.165e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.889e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.774e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.586e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.512e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.352e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.074e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.161e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.383e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.424e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.956e+04, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.046e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.883e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.065e+05, tolerance: 2.554e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.345e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.255e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.477e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.094e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.551e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.743e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.163e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.199e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.833e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.488e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.002e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.325e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.557e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.318e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.262e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.175e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.567e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.158e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.308e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.084e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.558e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.824e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.781e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.096e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.692e+05, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.524e+04, tolerance: 2.589e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.181e+03, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.552e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.904e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.199e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.811e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.516e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.018e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.589e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.142e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.880e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.376e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.637e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.255e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.055e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.872e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.448e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.359e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.219e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.981e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.531e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.864e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.838e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.993e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.638e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.672e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.294e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.348e+03, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.687e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.529e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.984e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.241e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.855e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.243e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.910e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.447e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.123e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.477e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.118e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.063e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.175e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.895e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.897e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.863e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.266e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.627e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.243e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.803e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.840e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.228e+05, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.624e+05, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.436e+04, tolerance: 2.474e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.148e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.611e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.466e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.452e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.457e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.258e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.458e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.120e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.610e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.516e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.694e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.674e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.646e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.313e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.957e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.148e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.479e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.527e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.809e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.418e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.514e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.139e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.658e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.511e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.854e+05, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.598e+04, tolerance: 2.609e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.935e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.227e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.327e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.705e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.781e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.833e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.388e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.362e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.353e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.330e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.791e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.105e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.154e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.706e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.594e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.562e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.892e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.894e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.684e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.666e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.695e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.416e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.274e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.577e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.441e+05, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.422e+04, tolerance: 2.570e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.870e+03, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.710e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.990e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.558e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.753e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.420e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.766e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.109e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.036e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.283e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.150e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.973e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.936e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.729e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.698e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.022e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.368e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.912e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.347e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.251e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.275e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.821e+04, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.378e+05, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.928e+05, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.010e+05, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.161e+05, tolerance: 2.545e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.627e+03, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.514e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.053e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.598e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.464e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.148e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.654e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.433e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.948e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.240e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.765e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.645e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.591e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.093e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.856e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.695e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.338e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.061e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.035e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.216e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.749e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.195e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.121e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.011e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.689e+05, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.567e+04, tolerance: 2.681e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.601e+04, tolerance: 2.866e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.029e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.407e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.176e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.755e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.872e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.057e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.094e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.695e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.675e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.408e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.236e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.583e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.974e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.120e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.214e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.438e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.523e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.411e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.393e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.315e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.587e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.158e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.307e+04, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.074e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.949e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.011e+05, tolerance: 2.490e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.319e+03, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.128e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.191e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.501e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.000e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.164e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.804e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.396e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.878e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.936e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.392e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.691e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.347e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.740e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.614e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.650e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.128e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.475e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.235e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.130e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.195e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.474e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.289e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.466e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.454e+05, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.707e+04, tolerance: 2.362e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.520e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.103e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.616e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.511e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.954e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.578e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.567e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.975e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.524e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.518e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.674e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.133e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.011e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.705e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.446e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.658e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.614e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.531e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.603e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.874e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.436e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.527e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.096e+04, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.283e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.947e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.056e+05, tolerance: 2.419e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.218e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.267e+03, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.717e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.650e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.236e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.547e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.598e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.995e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.325e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.961e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.314e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.361e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.698e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.813e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.772e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.899e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.596e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.236e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.195e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.096e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.054e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.286e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.449e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.640e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.670e+05, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.462e+04, tolerance: 2.390e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.784e+03, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.526e+03, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.314e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.043e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.091e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.529e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.029e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.033e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.945e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.562e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.916e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.740e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.827e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.367e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.772e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.932e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.380e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.830e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.774e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.499e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.504e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.796e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.067e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.456e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.059e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.902e+05, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.165e+04, tolerance: 2.494e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.540e+03, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.959e+03, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.992e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.355e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.658e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.273e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.283e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.402e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.214e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.939e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.345e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.418e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.100e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.221e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.295e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.570e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.830e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.980e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.170e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.288e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.596e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.083e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.702e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.848e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.676e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.604e+05, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.761e+04, tolerance: 2.280e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.156e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.286e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.601e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.296e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.964e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.474e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.054e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.939e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.025e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.207e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.088e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.278e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.255e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.087e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.795e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.286e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.866e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.299e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.932e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.921e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.681e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.873e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.818e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.295e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.809e+05, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.030e+04, tolerance: 2.423e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.527e+03, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.151e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.292e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.390e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.695e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.677e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.702e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.667e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.329e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.136e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.269e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.979e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.068e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.927e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.125e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.788e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.402e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.356e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.135e+03, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.017e+03, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.596e+03, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.368e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.731e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.545e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.031e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.638e+05, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.951e+04, tolerance: 2.372e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.596e+03, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.614e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.336e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.192e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.485e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.271e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.614e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.349e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.263e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.139e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.050e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.413e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.219e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.361e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.751e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.025e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.144e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.213e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.296e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.020e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.620e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.566e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.815e+04, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.890e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.066e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.128e+05, tolerance: 2.356e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.928e+03, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.196e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.284e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.259e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.196e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.290e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.560e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.164e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.156e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.144e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.065e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.329e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.670e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.909e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.116e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.303e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.418e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.481e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.872e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.169e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.239e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.073e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.875e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.841e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.769e+05, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.912e+04, tolerance: 2.493e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.064e+04, tolerance: 2.677e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.621e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.367e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.695e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.146e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.182e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.109e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.880e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.105e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.155e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.981e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.810e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.276e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.018e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.034e+03, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.555e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.480e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.421e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.024e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.014e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.727e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.606e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.558e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.167e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.598e+05, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.791e+04, tolerance: 2.483e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.925e+03, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.212e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.139e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.869e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.584e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.208e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.222e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.977e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.490e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.062e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.744e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.074e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.097e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.455e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.254e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.807e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.979e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.229e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.606e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.153e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.873e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.989e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.074e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.726e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.357e+05, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.083e+04, tolerance: 2.358e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.890e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.902e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.146e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.892e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.583e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.082e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.201e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.220e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.737e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.146e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.298e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.317e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.793e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.676e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.656e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.101e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.047e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.793e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.442e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.117e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.059e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.607e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.264e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.777e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.441e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.010e+03, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.850e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.216e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.796e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.681e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.218e+05, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.897e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.794e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.388e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.614e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.428e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.947e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.358e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.931e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.411e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.453e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.832e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.912e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.796e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.415e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.529e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.325e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.514e+05, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.940e+05, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.626e+05, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.323e+04, tolerance: 2.386e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.398e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.509e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.975e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.039e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.184e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.808e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.594e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.355e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.731e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.228e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.702e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.660e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.147e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.432e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.282e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.423e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.873e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.991e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.928e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.259e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.076e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.145e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.024e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.641e+05, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.710e+04, tolerance: 2.485e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.102e+03, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.040e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.117e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.340e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.031e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.848e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.980e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.657e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.325e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.987e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.918e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.836e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.528e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.942e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.257e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.584e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.381e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.141e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.731e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.477e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.153e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.820e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.313e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.730e+05, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.566e+04, tolerance: 2.380e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.328e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.806e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.321e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.402e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.671e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.455e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.279e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.814e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.267e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.375e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.142e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.974e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.244e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.101e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.958e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.981e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.248e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.161e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.993e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.055e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.427e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.103e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.633e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.432e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.500e+05, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.719e+04, tolerance: 2.323e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.364e+03, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.068e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.539e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.266e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.382e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.572e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.423e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.102e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.287e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.407e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.254e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.414e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.773e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.317e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.016e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.525e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.144e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.581e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.512e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.661e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.216e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.587e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.101e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.328e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.494e+05, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.297e+04, tolerance: 2.360e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.680e+03, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.608e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.268e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.902e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.712e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.634e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.638e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.234e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.874e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.266e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.365e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.035e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.210e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.833e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.279e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.248e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.011e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.980e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.762e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.602e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.498e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.904e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.201e+05, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.118e+05, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.746e+05, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.553e+04, tolerance: 2.350e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.186e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.807e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.452e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.526e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.205e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.201e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.792e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.761e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.192e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.653e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.780e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.173e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.502e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.463e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.113e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.139e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.729e+03, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.072e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.126e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.439e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.707e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.120e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.047e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.510e+05, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.640e+04, tolerance: 2.486e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.506e+04, tolerance: 2.670e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.865e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.322e+03, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.321e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.347e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.490e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.310e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.614e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.464e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.252e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.193e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.740e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.761e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.892e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.115e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.364e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.220e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.955e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.531e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.504e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.233e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.633e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.931e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.034e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.618e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.550e+05, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.782e+04, tolerance: 2.536e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.663e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.122e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.791e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.739e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.034e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.762e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.077e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.002e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.669e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.773e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.180e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.763e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.758e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.278e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.874e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.838e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.754e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.727e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.564e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.690e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.897e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.426e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.545e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.381e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.188e+05, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.245e+04, tolerance: 2.413e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.650e+03, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.133e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.681e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.286e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.555e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.067e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.358e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.362e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.470e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.250e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.886e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.216e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.792e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.902e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.894e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.746e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.934e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.342e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.355e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.747e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.277e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.342e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.899e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.568e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.606e+05, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.877e+04, tolerance: 2.468e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.965e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.234e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.339e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.413e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.524e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.545e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.009e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.519e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.446e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.093e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.111e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.295e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.271e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.230e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.804e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.630e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.908e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.846e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.704e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.916e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.989e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.306e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.869e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.325e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.552e+05, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.078e+04, tolerance: 2.443e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.659e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.418e+03, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.944e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.281e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.916e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.267e+05, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.328e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.773e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.552e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.549e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.714e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.811e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.938e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.589e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.199e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.798e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.003e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.571e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.127e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.289e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.964e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.840e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.722e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.281e+05, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.707e+05, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.029e+04, tolerance: 2.540e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.606e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.017e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.451e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.072e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.456e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.062e+05, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.228e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.702e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.390e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.901e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.045e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.861e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.953e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.187e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.561e+03, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.496e+03, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.564e+03, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.166e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.348e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.434e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.888e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.555e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.830e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.211e+05, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.566e+05, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.666e+04, tolerance: 2.435e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.641e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.000e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.788e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.522e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.815e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.418e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.104e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.598e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.814e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.654e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.648e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.857e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.016e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.391e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.230e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.295e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.097e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.829e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.704e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.329e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.814e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.601e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.182e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.020e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.452e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.454e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.355e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.854e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.779e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.788e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.976e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.151e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.288e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.012e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.518e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.426e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.790e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.462e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.956e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.711e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.730e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.145e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.125e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.850e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.536e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.342e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.047e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.899e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.620e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.185e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.277e+05, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.267e+04, tolerance: 2.428e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.373e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.811e+03, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.103e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 5.594e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.116e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.683e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.442e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 9.793e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.073e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.805e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.086e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.377e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.273e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.204e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.834e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.150e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.960e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.768e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.530e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.401e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.026e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.375e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.674e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.455e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.440e+05, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.269e+04, tolerance: 2.377e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.284e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.808e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.023e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.384e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.203e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.089e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.440e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.317e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.388e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.248e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.052e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.387e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 6.148e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.506e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 4.439e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.673e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.417e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.469e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.442e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 3.728e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.549e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 8.539e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.189e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 2.593e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.460e+05, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 7.648e+04, tolerance: 2.500e+03 /Users/mac/opt/anaconda3/lib/python3.9/site-packages/sklearn/linear_model/_coordinate_descent.py:648: ConvergenceWarning: Objective did not converge. You might want to increase the number of iterations, check the scale of the features or consider increasing regularisation. Duality gap: 1.009e+05, tolerance: 2.724e+03
cv_ridge, train_ridge, alpha_ridge
([0.7834454854016312, 0.7938614841354242, 0.7911258382619843], [0.8596810329927388, 0.8840095789828266, 0.8737871156091137], [0.0753, 0.5, 5.0])
cv_lasso, train_lasso, alpha_lasso
([0.7586493833879594, 0.7703607877384225, 0.772433772310776], [0.8407161767393553, 0.870262772780505, 0.9289067885312488], [0.2, 0.3, 0.1])